diff --git a/.devops/cann.Dockerfile b/.devops/cann.Dockerfile
index 9df86d0489..36cee7bdb6 100644
--- a/.devops/cann.Dockerfile
+++ b/.devops/cann.Dockerfile
@@ -13,6 +13,20 @@ ARG APP_REVISION=N/A
# BUILD STAGE
# Compile all binary files and libraries
# ==============================================================================
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
FROM ${CANN_BASE_IMAGE} AS build
# -- Install build dependencies --
@@ -26,6 +40,8 @@ WORKDIR /app
# -- Copy project files --
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
# -- Set CANN environment variables (required for compilation) --
# Using ENV instead of `source` allows environment variables to persist across the entire image layer
ENV ASCEND_TOOLKIT_HOME=/usr/local/Ascend/ascend-toolkit/latest
@@ -129,7 +145,7 @@ ENTRYPOINT ["/app/tools.sh"]
# ==============================================================================
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
ENTRYPOINT [ "/app/llama-cli" ]
@@ -140,7 +156,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
HEALTHCHECK --interval=5m CMD [ "curl", "-f", "http://localhost:8080/health" ]
diff --git a/.devops/cpu.Dockerfile b/.devops/cpu.Dockerfile
index a6dd6a516b..cb92343d6c 100644
--- a/.devops/cpu.Dockerfile
+++ b/.devops/cpu.Dockerfile
@@ -3,7 +3,21 @@ ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
-FROM ubuntu:$UBUNTU_VERSION AS build
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS build
ARG TARGETARCH
@@ -16,6 +30,8 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN if [ "$TARGETARCH" = "amd64" ] || [ "$TARGETARCH" = "arm64" ]; then \
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DLLAMA_BUILD_TESTS=OFF -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON; \
else \
@@ -37,7 +53,7 @@ RUN mkdir -p /app/full \
&& cp .devops/tools.sh /app/full/tools.sh
## Base image
-FROM ubuntu:$UBUNTU_VERSION AS base
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS base
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
@@ -88,7 +104,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -99,7 +115,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/cuda.Dockerfile b/.devops/cuda.Dockerfile
index 825df2a582..c9a498d538 100644
--- a/.devops/cuda.Dockerfile
+++ b/.devops/cuda.Dockerfile
@@ -1,29 +1,47 @@
ARG UBUNTU_VERSION=24.04
# This needs to generally match the container host's environment.
ARG CUDA_VERSION=12.8.1
+ARG GCC_VERSION=14
# Target the CUDA build image
-ARG BASE_CUDA_DEV_CONTAINER=nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
+ARG BASE_CUDA_DEV_CONTAINER=docker.io/nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
-ARG BASE_CUDA_RUN_CONTAINER=nvidia/cuda:${CUDA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}
+ARG BASE_CUDA_RUN_CONTAINER=docker.io/nvidia/cuda:${CUDA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
FROM ${BASE_CUDA_DEV_CONTAINER} AS build
+ARG GCC_VERSION
# CUDA architecture to build for (defaults to all supported archs)
ARG CUDA_DOCKER_ARCH=default
RUN apt-get update && \
- apt-get install -y gcc-14 g++-14 build-essential cmake python3 python3-pip git libssl-dev libgomp1
+ apt-get install -y gcc-${GCC_VERSION} g++-${GCC_VERSION} build-essential cmake python3 python3-pip git libssl-dev libgomp1
-ENV CC=gcc-14 CXX=g++-14 CUDAHOSTCXX=g++-14
+ENV CC=gcc-${GCC_VERSION} CXX=g++-${GCC_VERSION} CUDAHOSTCXX=g++-${GCC_VERSION}
WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN if [ "${CUDA_DOCKER_ARCH}" != "default" ]; then \
export CMAKE_ARGS="-DCMAKE_CUDA_ARCHITECTURES=${CUDA_DOCKER_ARCH}"; \
fi && \
@@ -95,7 +113,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -106,7 +124,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/intel.Dockerfile b/.devops/intel.Dockerfile
index 93fd4fa5a3..b4bcd94b92 100644
--- a/.devops/intel.Dockerfile
+++ b/.devops/intel.Dockerfile
@@ -5,9 +5,23 @@ ARG APP_REVISION=N/A
## Build Image
-FROM intel/deep-learning-essentials:$ONEAPI_VERSION AS build
+ARG NODE_VERSION=24
-ARG GGML_SYCL_F16=OFF
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
+FROM docker.io/intel/deep-learning-essentials:$ONEAPI_VERSION AS build
+
+ARG GGML_SYCL_F16=ON
ARG LEVEL_ZERO_VERSION=1.28.2
ARG LEVEL_ZERO_UBUNTU_VERSION=u24.04
RUN apt-get update && \
@@ -22,9 +36,12 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN if [ "${GGML_SYCL_F16}" = "ON" ]; then \
echo "GGML_SYCL_F16 is set" \
- && export OPT_SYCL_F16="-DGGML_SYCL_F16=ON"; \
+ && export OPT_SYCL_F16="-DGGML_SYCL_F16=ON" \
+ && export SYCL_PROGRAM_COMPILE_OPTIONS="-cl-fp32-correctly-rounded-divide-sqrt"; \
fi && \
echo "Building with dynamic libs" && \
cmake -B build -DGGML_NATIVE=OFF -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DLLAMA_BUILD_TESTS=OFF ${OPT_SYCL_F16} && \
@@ -42,7 +59,7 @@ RUN mkdir -p /app/full \
&& cp requirements.txt /app/full \
&& cp .devops/tools.sh /app/full/tools.sh
-FROM intel/deep-learning-essentials:$ONEAPI_VERSION AS base
+FROM docker.io/intel/deep-learning-essentials:$ONEAPI_VERSION AS base
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
@@ -124,7 +141,7 @@ ENTRYPOINT ["/app/tools.sh"]
FROM base AS light
COPY --from=build /app/lib/ /app
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -136,7 +153,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
COPY --from=build /app/lib/ /app
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/llama-cli-cann.Dockerfile b/.devops/llama-cli-cann.Dockerfile
index 447d871ac4..096151f1af 100644
--- a/.devops/llama-cli-cann.Dockerfile
+++ b/.devops/llama-cli-cann.Dockerfile
@@ -3,7 +3,7 @@ ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
-FROM ascendai/cann:$ASCEND_VERSION AS build
+FROM docker.io/ascendai/cann:$ASCEND_VERSION AS build
WORKDIR /app
@@ -30,7 +30,7 @@ RUN echo "Building with static libs" && \
cmake --build build --config Release --target llama-completion
# TODO: use image with NNRT
-FROM ascendai/cann:$ASCEND_VERSION AS runtime
+FROM docker.io/ascendai/cann:$ASCEND_VERSION AS runtime
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
diff --git a/.devops/musa.Dockerfile b/.devops/musa.Dockerfile
index ddc29b2786..d30a70bb36 100644
--- a/.devops/musa.Dockerfile
+++ b/.devops/musa.Dockerfile
@@ -2,14 +2,28 @@ ARG UBUNTU_VERSION=22.04
# This needs to generally match the container host's environment.
ARG MUSA_VERSION=rc4.3.0
# Target the MUSA build image
-ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}-amd64
+ARG BASE_MUSA_DEV_CONTAINER=docker.io/mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}-amd64
-ARG BASE_MUSA_RUN_CONTAINER=mthreads/musa:${MUSA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}-amd64
+ARG BASE_MUSA_RUN_CONTAINER=docker.io/mthreads/musa:${MUSA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}-amd64
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
FROM ${BASE_MUSA_DEV_CONTAINER} AS build
# MUSA architecture to build for (defaults to all supported archs)
@@ -29,6 +43,8 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN if [ "${MUSA_DOCKER_ARCH}" != "default" ]; then \
export CMAKE_ARGS="-DMUSA_ARCHITECTURES=${MUSA_DOCKER_ARCH}"; \
fi && \
@@ -99,7 +115,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -110,7 +126,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/openvino.Dockerfile b/.devops/openvino.Dockerfile
index ab14288ce1..a43e5c4993 100644
--- a/.devops/openvino.Dockerfile
+++ b/.devops/openvino.Dockerfile
@@ -1,18 +1,18 @@
-ARG OPENVINO_VERSION_MAJOR=2026.0
-ARG OPENVINO_VERSION_FULL=2026.0.0.20965.c6d6a13a886
+ARG OPENVINO_VERSION_MAJOR=2026.3
+ARG OPENVINO_VERSION_FULL=2026.3.0.22451.bd8d6542e3c
ARG UBUNTU_VERSION=24.04
# Intel GPU driver versions. https://github.com/intel/compute-runtime/releases
-ARG IGC_VERSION=v2.30.1
-ARG IGC_VERSION_FULL=2_2.30.1+20950
-ARG COMPUTE_RUNTIME_VERSION=26.09.37435.1
-ARG COMPUTE_RUNTIME_VERSION_FULL=26.09.37435.1-0
-ARG IGDGMM_VERSION=22.9.0
+ARG IGC_VERSION=v2.38.2
+ARG IGC_VERSION_FULL=2_2.38.2+22051
+ARG COMPUTE_RUNTIME_VERSION=26.27.39122.11
+ARG COMPUTE_RUNTIME_VERSION_FULL=26.27.39122.11-0
+ARG IGDGMM_VERSION=22.10.0
# Intel NPU driver versions. https://github.com/intel/linux-npu-driver/releases
-ARG NPU_DRIVER_VERSION=v1.32.0
-ARG NPU_DRIVER_FULL=v1.32.0.20260402-23905121947
-ARG LIBZE1_VERSION=1.27.0-1~24.04~ppa2
+ARG NPU_DRIVER_VERSION=v1.35.0
+ARG NPU_DRIVER_FULL=v1.35.0.20260722-29947505341
+ARG LIBZE1_VERSION=1.28.2-1~24.04~ppa1
# Optional proxy build arguments
ARG http_proxy=
@@ -22,8 +22,22 @@ ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
## Build Image
-FROM ubuntu:${UBUNTU_VERSION} AS build
+FROM docker.io/ubuntu:${UBUNTU_VERSION} AS build
# Pass proxy args to build stage
ARG http_proxy
@@ -46,13 +60,18 @@ RUN apt-get update && \
intel-opencl-icd && \
rm -rf /var/lib/apt/lists/*
-# Install OpenVINO for Ubuntu 24.04
+# OpenVINO toolkit and GPU/NPU drivers are cached via BuildKit cache mounts to avoid re-downloading on rebuilds.
+# Install OpenVINO for Ubuntu 24.04.
ARG OPENVINO_VERSION_MAJOR
ARG OPENVINO_VERSION_FULL
-RUN mkdir -p /opt/intel && \
- wget https://storage.openvinotoolkit.org/repositories/openvino/packages/${OPENVINO_VERSION_MAJOR}/linux/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz && \
- tar -xf openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz && \
- mv openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64 /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} && \
+RUN --mount=type=cache,target=/var/cache/openvino,sharing=locked \
+ mkdir -p /opt/intel && \
+ TGZ=/var/cache/openvino/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz && \
+ if [ ! -f "$TGZ" ]; then \
+ wget -O "$TGZ" https://storage.openvinotoolkit.org/repositories/openvino/packages/${OPENVINO_VERSION_MAJOR}/linux/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz; \
+ fi && \
+ tar -xf "$TGZ" -C /opt/intel/ && \
+ mv /opt/intel/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64 /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} && \
cd /opt/intel/openvino_${OPENVINO_VERSION_MAJOR} && \
echo "Y" | ./install_dependencies/install_openvino_dependencies.sh && \
cd - && \
@@ -64,18 +83,23 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
# Build Stage
RUN bash -c "source ${OpenVINO_DIR}/setupvars.sh && \
cmake -B build/ReleaseOV -G Ninja \
-DCMAKE_BUILD_TYPE=Release \
+ -DLLAMA_BUILD_TESTS=OFF \
+ -DGGML_NATIVE=OFF \
+ -DGGML_BACKEND_DL=ON \
+ -DGGML_CPU_ALL_VARIANTS=ON \
-DGGML_OPENVINO=ON && \
- cmake --build build/ReleaseOV -j$(nproc)"
+ cmake --build build/ReleaseOV --parallel "
-# Copy all necessary libraries
+# Copy all necessary libraries (build outputs + OpenVINO runtime libs)
RUN mkdir -p /app/lib && \
- find build/ReleaseOV -name '*.so*' -exec cp {} /app/lib \; && \
- find ${OpenVINO_DIR}/runtime/lib/intel64 -name '*.so*' -exec cp -P {} /app/lib \; 2>/dev/null || \
- find ${OpenVINO_DIR}/lib/intel64 -name '*.so*' -exec cp -P {} /app/lib \;
+ find build/ReleaseOV -name '*.so*' -exec cp -P {} /app/lib \; && \
+ find "${OpenVINO_DIR}/runtime/lib/intel64" -name '*.so*' -exec cp -P {} /app/lib \;
# Create runtime directories and copy binaries
RUN mkdir -p /app/full \
@@ -88,7 +112,7 @@ RUN mkdir -p /app/full \
&& cp .devops/tools.sh /app/full/tools.sh
## Base Runtime Image
-FROM ubuntu:${UBUNTU_VERSION} AS base
+FROM docker.io/ubuntu:${UBUNTU_VERSION} AS base
# Pass proxy args to runtime stage
ARG http_proxy
@@ -120,33 +144,41 @@ ARG IGC_VERSION_FULL
ARG COMPUTE_RUNTIME_VERSION
ARG COMPUTE_RUNTIME_VERSION_FULL
ARG IGDGMM_VERSION
-RUN mkdir /tmp/neo/ && cd /tmp/neo/ \
- && wget https://github.com/intel/intel-graphics-compiler/releases/download/${IGC_VERSION}/intel-igc-core-${IGC_VERSION_FULL}_amd64.deb \
- && wget https://github.com/intel/intel-graphics-compiler/releases/download/${IGC_VERSION}/intel-igc-opencl-${IGC_VERSION_FULL}_amd64.deb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-ocloc-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-ocloc_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-opencl-icd-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-opencl-icd_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/libigdgmm12_${IGDGMM_VERSION}_amd64.deb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/libze-intel-gpu1-dbgsym_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.ddeb \
- && wget https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/libze-intel-gpu1_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \
- && dpkg --install *.deb \
- && rm -rf /tmp/neo/
+RUN --mount=type=cache,target=/var/cache/intel-gpu,sharing=locked \
+ set -eux; \
+ cd /var/cache/intel-gpu; \
+ for url in \
+ https://github.com/intel/intel-graphics-compiler/releases/download/${IGC_VERSION}/intel-igc-core-${IGC_VERSION_FULL}_amd64.deb \
+ https://github.com/intel/intel-graphics-compiler/releases/download/${IGC_VERSION}/intel-igc-opencl-${IGC_VERSION_FULL}_amd64.deb \
+ https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-ocloc_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \
+ https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/intel-opencl-icd_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb \
+ https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/libigdgmm12_${IGDGMM_VERSION}_amd64.deb \
+ https://github.com/intel/compute-runtime/releases/download/${COMPUTE_RUNTIME_VERSION}/libze-intel-gpu1_${COMPUTE_RUNTIME_VERSION_FULL}_amd64.deb ; do \
+ f=$(basename "$url"); \
+ [ -f "$f" ] || wget -q -O "$f" "$url"; \
+ done; \
+ apt-get update; \
+ apt-get install -y --no-install-recommends ./*.deb; \
+ rm -rf /var/lib/apt/lists/*
# Install NPU drivers
ARG NPU_DRIVER_VERSION
ARG NPU_DRIVER_FULL
ARG LIBZE1_VERSION
-RUN mkdir /tmp/npu/ && cd /tmp/npu/ \
- && wget https://github.com/intel/linux-npu-driver/releases/download/${NPU_DRIVER_VERSION}/linux-npu-driver-${NPU_DRIVER_FULL}-ubuntu2404.tar.gz \
- && tar -xf linux-npu-driver-${NPU_DRIVER_FULL}-ubuntu2404.tar.gz \
- && dpkg --install *.deb \
- && rm -rf /tmp/npu/
-
-RUN cd /tmp \
- && wget https://snapshot.ppa.launchpadcontent.net/kobuk-team/intel-graphics/ubuntu/20260324T100000Z/pool/main/l/level-zero-loader/libze1_${LIBZE1_VERSION}_amd64.deb \
- && dpkg --install libze1_${LIBZE1_VERSION}_amd64.deb \
- && rm libze1_${LIBZE1_VERSION}_amd64.deb
+RUN --mount=type=cache,target=/var/cache/intel-npu,sharing=locked \
+ set -eux; \
+ TGZ=/var/cache/intel-npu/linux-npu-driver-${NPU_DRIVER_FULL}-ubuntu2404.tar.gz; \
+ if [ ! -f "$TGZ" ]; then \
+ wget -q -O "$TGZ" https://github.com/intel/linux-npu-driver/releases/download/${NPU_DRIVER_VERSION}/linux-npu-driver-${NPU_DRIVER_FULL}-ubuntu2404.tar.gz; \
+ fi; \
+ DEB=/var/cache/intel-npu/libze1_${LIBZE1_VERSION}_amd64.deb; \
+ if [ ! -f "$DEB" ]; then \
+ wget -q -O "$DEB" https://snapshot.ppa.launchpadcontent.net/kobuk-team/intel-graphics/ubuntu/20260606T100000Z/pool/main/l/level-zero-loader/libze1_${LIBZE1_VERSION}_amd64.deb; \
+ fi; \
+ mkdir /tmp/npu/ && cd /tmp/npu/ && tar -xf "$TGZ" && cp "$DEB" .; \
+ apt-get update; \
+ apt-get install -y --no-install-recommends ./*.deb; \
+ rm -rf /tmp/npu/ /var/lib/apt/lists/*
COPY --from=build /app/lib/ /app/
@@ -166,22 +198,26 @@ RUN apt-get update && \
python3 \
python3-venv \
python3-pip && \
- python3 -m venv /ov-venv && \
- /ov-venv/bin/pip install --no-cache-dir --upgrade pip setuptools wheel && \
- /ov-venv/bin/pip install --no-cache-dir -r requirements.txt && \
+ python3 -m venv /openvino-venv && \
+ /openvino-venv/bin/pip install --no-cache-dir --upgrade pip setuptools wheel && \
+ /openvino-venv/bin/pip install --no-cache-dir -r requirements.txt && \
apt-get autoremove -y && \
apt-get clean && \
rm -rf /tmp/* /var/tmp/* && \
find /var/cache/apt/archives /var/lib/apt/lists -not -name lock -type f -delete && \
find /var/cache -type f -delete
-ENTRYPOINT ["/bin/bash", "-c", "source /ov-venv/bin/activate && exec /app/tools.sh \"$@\"", "--"]
+# Activate the venv
+ENV VIRTUAL_ENV=/openvino-venv \
+ PATH=/openvino-venv/bin:$PATH
+
+ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app/
WORKDIR /app
@@ -192,7 +228,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app/
+COPY --from=build /app/full/llama /app/full/llama-server /app/
WORKDIR /app
diff --git a/.devops/rocm.Dockerfile b/.devops/rocm.Dockerfile
index 2209ab661f..20f6ad6360 100644
--- a/.devops/rocm.Dockerfile
+++ b/.devops/rocm.Dockerfile
@@ -5,12 +5,26 @@ ARG ROCM_VERSION=7.2.1
ARG AMDGPU_VERSION=7.2.1
# Target the ROCm build image
-ARG BASE_ROCM_DEV_CONTAINER=rocm/dev-ubuntu-${UBUNTU_VERSION}:${ROCM_VERSION}-complete
+ARG BASE_ROCM_DEV_CONTAINER=docker.io/rocm/dev-ubuntu-${UBUNTU_VERSION}:${ROCM_VERSION}-complete
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
### Build image
FROM ${BASE_ROCM_DEV_CONTAINER} AS build
@@ -38,10 +52,11 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN HIPCXX="$(hipconfig -l)/clang" HIP_PATH="$(hipconfig -R)" \
cmake -S . -B build \
-DGGML_HIP=ON \
- -DGGML_HIP_ROCWMMA_FATTN=ON \
-DAMDGPU_TARGETS="$ROCM_DOCKER_ARCH" \
-DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON \
-DCMAKE_BUILD_TYPE=Release -DLLAMA_BUILD_TESTS=OFF \
@@ -111,7 +126,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -122,7 +137,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/s390x.Dockerfile b/.devops/s390x.Dockerfile
index 31c2fa902d..94a715ff2d 100644
--- a/.devops/s390x.Dockerfile
+++ b/.devops/s390x.Dockerfile
@@ -5,7 +5,7 @@ ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
### Build Llama.cpp stage
-FROM gcc:${GCC_VERSION} AS build
+FROM docker.io/gcc:${GCC_VERSION} AS build
RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
--mount=type=cache,target=/var/lib/apt/lists,sharing=locked \
@@ -55,7 +55,7 @@ COPY --from=build /opt/llama.cpp/conversion /llama.cpp/conversion
### Base image
-FROM ubuntu:${UBUNTU_VERSION} AS base
+FROM docker.io/ubuntu:${UBUNTU_VERSION} AS base
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
@@ -124,7 +124,7 @@ WORKDIR /llama.cpp/bin
# Copy llama.cpp binaries and libraries
COPY --from=collector /llama.cpp/bin/*.so /llama.cpp/bin
-COPY --from=collector /llama.cpp/bin/llama-cli /llama.cpp/bin/llama-completion /llama.cpp/bin
+COPY --from=collector /llama.cpp/bin/llama /llama.cpp/bin/llama-cli /llama.cpp/bin/llama-completion /llama.cpp/bin
ENTRYPOINT [ "/llama.cpp/bin/llama-cli" ]
@@ -138,7 +138,7 @@ WORKDIR /llama.cpp/bin
# Copy llama.cpp binaries and libraries
COPY --from=collector /llama.cpp/bin/*.so /llama.cpp/bin
-COPY --from=collector /llama.cpp/bin/llama-server /llama.cpp/bin
+COPY --from=collector /llama.cpp/bin/llama /llama.cpp/bin/llama-server /llama.cpp/bin
EXPOSE 8080
diff --git a/.devops/vulkan.Dockerfile b/.devops/vulkan.Dockerfile
index f26c7c45b8..d3599ffb82 100644
--- a/.devops/vulkan.Dockerfile
+++ b/.devops/vulkan.Dockerfile
@@ -3,7 +3,21 @@ ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
-FROM ubuntu:$UBUNTU_VERSION AS build
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS build
# Install build tools
RUN apt update && apt install -y git build-essential cmake wget xz-utils
@@ -17,6 +31,8 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN cmake -B build -DGGML_NATIVE=OFF -DGGML_VULKAN=ON -DLLAMA_BUILD_TESTS=OFF -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON && \
cmake --build build --config Release -j$(nproc)
@@ -33,7 +49,7 @@ RUN mkdir -p /app/full \
&& cp .devops/tools.sh /app/full/tools.sh
## Base image
-FROM ubuntu:$UBUNTU_VERSION AS base
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS base
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
@@ -91,7 +107,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -102,7 +118,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.devops/zendnn.Dockerfile b/.devops/zendnn.Dockerfile
index c25d7e4d3d..8a50b3ef6a 100644
--- a/.devops/zendnn.Dockerfile
+++ b/.devops/zendnn.Dockerfile
@@ -3,7 +3,21 @@ ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
ARG APP_REVISION=N/A
-FROM ubuntu:$UBUNTU_VERSION AS build
+ARG NODE_VERSION=24
+
+FROM docker.io/node:$NODE_VERSION AS web
+
+ARG APP_VERSION
+
+WORKDIR /app/tools/ui
+
+COPY tools/ui/package.json tools/ui/package-lock.json ./
+RUN npm ci
+
+COPY tools/ui/ ./
+RUN LLAMA_BUILD_NUMBER="$APP_VERSION" npm run build
+
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS build
RUN apt-get update && \
apt-get install -y gcc-13 g++-13 build-essential git cmake libssl-dev libomp-dev libnuma-dev python3 ca-certificates
@@ -14,6 +28,8 @@ WORKDIR /app
COPY . .
+COPY --from=web /app/tools/ui/dist tools/ui/dist
+
RUN cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DLLAMA_BUILD_TESTS=OFF -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DGGML_ZENDNN=ON && \
cmake --build build -j $(nproc)
@@ -30,7 +46,7 @@ RUN mkdir -p /app/full \
&& cp .devops/tools.sh /app/full/tools.sh
## Base image
-FROM ubuntu:$UBUNTU_VERSION AS base
+FROM docker.io/ubuntu:$UBUNTU_VERSION AS base
ARG BUILD_DATE=N/A
ARG APP_VERSION=N/A
@@ -81,7 +97,7 @@ ENTRYPOINT ["/app/tools.sh"]
### Light, CLI only
FROM base AS light
-COPY --from=build /app/full/llama-cli /app/full/llama-completion /app
+COPY --from=build /app/full/llama /app/full/llama-cli /app/full/llama-completion /app
WORKDIR /app
@@ -92,7 +108,7 @@ FROM base AS server
ENV LLAMA_ARG_HOST=0.0.0.0
-COPY --from=build /app/full/llama-server /app
+COPY --from=build /app/full/llama /app/full/llama-server /app
WORKDIR /app
diff --git a/.dockerignore b/.dockerignore
index 064b7c7be8..0b81e83bf5 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -10,6 +10,8 @@
build*/
+tools/ui/node_modules/
+
models/*
/llama-cli
diff --git a/.github/actions/ccache-buckets/action.yml b/.github/actions/ccache-buckets/action.yml
new file mode 100644
index 0000000000..eaa8d164eb
--- /dev/null
+++ b/.github/actions/ccache-buckets/action.yml
@@ -0,0 +1,95 @@
+name: "ccache-buckets"
+description: "Save/restore latest GitHub Actions ccache matching a key prefix to/from HF buckets"
+inputs:
+ key:
+ description: "Cache key prefix to match and load"
+ required: true
+ folder:
+ description: "Bucket folder containing ccache files"
+ required: true
+ evict-old-files:
+ description: "Corresponds to the ccache --evict-older-than AGE option, where AGE is the number of seconds or days followed by the 's' or 'd' suffix respectively."
+ default: ''
+ save:
+ description: "Save ccache"
+ required: false
+ default: false
+ type: boolean
+ hf_bucket:
+ description: 'Hugging Face buckets path'
+ required: true
+
+runs:
+ using: "composite"
+ steps:
+ - name: Install Hugging Face Hub CLI
+ shell: bash
+ run: |
+ python3 -m venv .venv-hf
+ .venv-hf/bin/pip install -U huggingface_hub==1.28.0
+
+ - name: Restore ccache from buckets
+ if: ${{ inputs.save != 'true' }}
+ shell: bash
+ run: |
+ set +e -uo pipefail
+ source .venv-hf/bin/activate
+ CCACHE_DIR=$(ccache -k cache_dir)
+ if [[ -d "$CCACHE_DIR" ]]; then
+ CACHE_PATH=$(hf buckets list "hf://buckets/${{ inputs.hf_bucket }}/${{ inputs.folder }}" --json | jq -r '[.[] | select(.type == "file") | select(.path | startswith("${{ inputs.folder }}/${{ inputs.key }}") and endswith(".tar.gz"))] | sort_by(.path) | last | .path // ""')
+ if [[ -n "$CACHE_PATH" ]]; then
+ echo "Restoring ccache from '$CACHE_PATH'."
+ hf buckets cp "hf://buckets/${{ inputs.hf_bucket }}/$CACHE_PATH" ccache_bucket.tar.gz
+ mkdir -p ccache_bucket
+ if tar -xzf ccache_bucket.tar.gz -C ccache_bucket; then
+ rm -rf "$CCACHE_DIR"
+ mv ccache_bucket "$CCACHE_DIR"
+ ccache -z
+ fi
+ rm ccache_bucket.tar.gz
+ else
+ echo "No ccache found."
+ fi
+ else
+ echo "'$CCACHE_DIR' not found."
+ fi
+
+ - name: Save ccache to buckets
+ if: ${{ inputs.save == 'true' }}
+ shell: bash
+ run: |
+ if [[ -n "$HF_TOKEN" ]]; then
+ set +e -uo pipefail
+ source .venv-hf/bin/activate
+ CCACHE_DIR=$(ccache -k cache_dir)
+ if [[ -d "$CCACHE_DIR" ]]; then
+ ccache -s
+ if [[ -n "${{ inputs.evict-old-files }}" ]]; then
+ ccache --evict-older-than "${{ inputs.evict-old-files }}"
+ fi
+ DATESTAMP=$(date -u +'%Y-%m-%dT%H:%M:%SZ')
+ CACHEFILE="${{ inputs.key }}-$DATESTAMP.tar.gz"
+ if tar -czf ccache_bucket.tar.gz -C "$CCACHE_DIR" .; then
+ hf buckets cp ccache_bucket.tar.gz "hf://buckets/${{ inputs.hf_bucket }}/${{ inputs.folder }}/$CACHEFILE"
+ fi
+ rm ccache_bucket.tar.gz
+ else
+ echo "'$CCACHE_DIR' not found."
+ fi
+ fi
+
+ - name: Remove old ccache files from buckets
+ if: ${{ inputs.save == 'true' }}
+ shell: bash
+ run: |
+ if [[ -n "$HF_TOKEN" ]]; then
+ set +e -uo pipefail
+ source .venv-hf/bin/activate
+ CACHE_FILES=$(hf buckets list "hf://buckets/${{ inputs.hf_bucket }}/${{ inputs.folder }}" --json | jq -r '[.[] | select(.type == "file") | select((.uploaded_at | .[:19]+"Z" | fromdateiso8601) < (now - 5 * 60)) | select(.path | startswith("${{ inputs.folder }}/${{ inputs.key }}") and endswith(".tar.gz"))] | sort_by(.path)[:-1] | .[] | [.path // ""] | @tsv')
+ if [[ -n "$CACHE_FILES" ]]; then
+ echo "Removing old ccache files..."
+ while IFS=$'\t' read -r CACHE_PATH; do
+ hf buckets rm "hf://buckets/${{ inputs.hf_bucket }}/$CACHE_PATH" -y
+ done <<< "$CACHE_FILES"
+ fi
+ fi
diff --git a/.github/actions/ccache-clear/action.yml b/.github/actions/ccache-clear/action.yml
index d38587efaf..fc5da4f6ed 100644
--- a/.github/actions/ccache-clear/action.yml
+++ b/.github/actions/ccache-clear/action.yml
@@ -1,22 +1,50 @@
+# note: place this as the last step of the job, so the new cache is saved by "Post ccache" right after the old one is cleared
name: "ccache-clear"
-description: "Delete all GitHub Actions caches matching a key prefix"
+description: "Delete GitHub Actions caches matching a key prefix, oldest first"
inputs:
key:
description: "Cache key prefix to match and delete"
required: true
+ older:
+ description: "Only delete caches created more than this long ago (e.g. 90m, 1h, 1d). By default all matching caches are deleted"
+ required: false
+ default: ""
+ min:
+ description: "Stop deleting if fewer than this many caches would remain (e.g. 1). By default there is no minimum"
+ required: false
+ default: "0"
+ dry-run:
+ description: "Only print the caches that would be deleted, without deleting them"
+ required: false
+ default: "false"
runs:
using: "composite"
steps:
+ - name: Install GitHub CLI if missing
+ shell: bash
+ run: |
+ # e.g. in container jobs, where it is not preinstalled
+ if ! command -v gh >/dev/null 2>&1; then
+ echo "GitHub CLI not found, installing..."
+ if ! command -v curl >/dev/null 2>&1; then
+ apt-get update >/dev/null 2>&1 || true
+ apt-get install -y curl >/dev/null 2>&1 || true
+ fi
+ mkdir -p -m 755 /etc/apt/keyrings
+ curl -fsSL https://cli.github.com/packages/githubcli-archive-keyring.gpg | tee /etc/apt/keyrings/githubcli-archive-keyring.gpg >/dev/null
+ chmod go+r /etc/apt/keyrings/githubcli-archive-keyring.gpg
+ echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/githubcli-archive-keyring.gpg] https://cli.github.com/packages stable main" > /etc/apt/sources.list.d/github-cli.list
+ apt-get update >/dev/null 2>&1 || true
+ apt-get install -y gh || { echo "Failed to install GitHub CLI (gh)" >&2; exit 1; }
+ fi
+ command -v gh >/dev/null 2>&1 || { echo "GitHub CLI (gh) is required but could not be installed" >&2; exit 1; }
+
- name: Clear caches
shell: bash
run: |
- CACHES=$(gh cache list --key "ccache-${{ inputs.key }}" --json id,key --jq '.[] | "\(.id) \(.key)"' 2>/dev/null)
- if [ -z "$CACHES" ]; then
- echo "No caches found with key prefix: ${{ inputs.key }}"
- exit 0
- fi
- while read -r id key; do
- echo "Deleting cache: $id ($key)"
- gh cache delete "$id"
- done <<< "$CACHES"
+ bash scripts/ccache-clear.sh \
+ --key "${{ inputs.key }}" \
+ --older "${{ inputs.older }}" \
+ --min "${{ inputs.min }}" \
+ ${{ inputs.dry-run == 'true' && '--dry-run' || '' }}
diff --git a/.github/actions/linux-setup-vulkan/action.yml b/.github/actions/linux-setup-vulkan/action.yml
deleted file mode 100644
index 4d29837feb..0000000000
--- a/.github/actions/linux-setup-vulkan/action.yml
+++ /dev/null
@@ -1,20 +0,0 @@
-name: "Linux - Setup Vulkan SDK"
-description: "Setup Vulkan SDK for Linux"
-inputs:
- path:
- description: "Installation path"
- required: true
- version:
- description: "Vulkan SDK version"
- required: true
-
-runs:
- using: "composite"
- steps:
- - name: Setup Vulkan SDK
- id: setup
- uses: ./.github/actions/unarchive-tar
- with:
- url: https://sdk.lunarg.com/sdk/download/${{ inputs.version }}/linux/vulkan_sdk.tar.xz
- path: ${{ inputs.path }}
- strip: 1
diff --git a/.github/actions/windows-setup-cuda/action.yml b/.github/actions/windows-setup-cuda/action.yml
index 43c63ce44f..917513b85e 100644
--- a/.github/actions/windows-setup-cuda/action.yml
+++ b/.github/actions/windows-setup-cuda/action.yml
@@ -4,6 +4,9 @@ inputs:
cuda_version:
description: "CUDA toolkit version"
required: true
+ cuda_arch:
+ description: "CUDA target architecture"
+ required: true
runs:
using: "composite"
@@ -127,3 +130,26 @@ runs:
echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
echo "CUDA_PATH_V13_3=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
+
+ - name: Install Cuda Toolkit 13.4 for ARM64
+ if: ${{ inputs.cuda_version == '13.4' && inputs.cuda_arch == 'arm64' }}
+ shell: pwsh
+ run: |
+ mkdir -p "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4"
+ choco install unzip -y
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cccl-windows-x86_64-13.3.4.1.2-archive.zip"
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_crt-windows-x86_64-13.4.46-archive.zip"
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_nvcc-windows-x86_64-13.4.46-archive.zip"
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/libnvvm-windows-x86_64-13.4.46-archive.zip"
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-arm64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_cudart-windows-arm64-13.4.46-archive.zip"
+ curl -O "https://packages.nvidia.com/bin-archive/pool/windows-arm64/5B515474-7E78-11F1-8656-C51E4F4B317F/libcublas-windows-arm64-13.7.0.10-archive.zip"
+ unzip '*.zip' -d "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4"
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cccl-windows-x86_64-13.3.4.1.2-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_crt-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_nvcc-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\libnvvm-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_cudart-windows-arm64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\libcublas-windows-arm64-13.7.0.10-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+ echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+ echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
+ echo "CUDA_PATH_V13_4=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
diff --git a/.github/actions/windows-setup-openvino/action.yml b/.github/actions/windows-setup-openvino/action.yml
new file mode 100644
index 0000000000..f983df5602
--- /dev/null
+++ b/.github/actions/windows-setup-openvino/action.yml
@@ -0,0 +1,24 @@
+name: "Windows - Setup OpenVINO Toolkit"
+description: "Setup OpenVINO Toolkit for Windows"
+inputs:
+ path:
+ description: "Installation path"
+ required: true
+ version_major:
+ description: "OpenVINO major version (e.g., 2026.2)"
+ required: true
+ version_full:
+ description: "OpenVINO full version"
+ required: true
+
+runs:
+ using: "composite"
+ steps:
+ - name: Download and extract OpenVINO Runtime
+ shell: powershell
+ run: |
+ $url = "https://storage.openvinotoolkit.org/repositories/openvino/packages/${{ inputs.version_major }}/windows/openvino_toolkit_windows_${{ inputs.version_full }}_x86_64.zip"
+ $out = "openvino.zip"
+ Invoke-WebRequest -Uri $url -OutFile $out
+ Expand-Archive -Path $out -DestinationPath ${{ inputs.path }} -Force
+ Remove-Item $out
diff --git a/.github/actions/windows-setup-rocm/action.yml b/.github/actions/windows-setup-rocm/action.yml
index fd9f8e5a41..aecbcf14f5 100644
--- a/.github/actions/windows-setup-rocm/action.yml
+++ b/.github/actions/windows-setup-rocm/action.yml
@@ -8,8 +8,26 @@ inputs:
runs:
using: "composite"
steps:
- - name: Setup ROCm
- uses: ./.github/actions/install-exe
- with:
- url: https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-${{ inputs.version }}-Win11-For-HIP.exe
- args: -install
+ - name: Install ROCm with Wheels
+ shell: pwsh
+ run: |
+ $ErrorActionPreference = "Stop"
+ write-host "Setting up Python virtual environment"
+
+ # Create the venv directly at the cache location to avoid relocation issues
+ New-Item -Path "C:\TheRock\build" -ItemType Directory -Force | Out-Null
+ python -m venv C:\TheRock\build\.venv
+ & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+ write-host "Upgrading pip"
+ python -m pip install --upgrade pip
+
+ write-host "Installing ROCm wheels for multi-arch support"
+ # Install ROCm wheels for multi-arch support (this may take several minutes)
+ python -m pip install --index-url https://repo.amd.com/rocm/whl-multi-arch/ "rocm[libraries,devel]==${{ inputs.version }}"
+
+ # Pre-expand the devel tree so it is included in the cache
+ write-host "Initializing ROCm devel tree"
+ rocm-sdk init
+ if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+ write-host "Completed ROCm wheel installation to C:\TheRock\build"
diff --git a/.github/labeler.yml b/.github/labeler.yml
index 60aa51d2cc..20e19c3523 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -12,7 +12,7 @@ SYCL:
- ggml/src/ggml-sycl/**
- docs/backend/SYCL.md
- examples/sycl/**
-Nvidia GPU:
+CUDA:
- changed-files:
- any-glob-to-any-file:
- ggml/include/ggml-cuda.h
@@ -35,8 +35,20 @@ AMD ZenDNN:
documentation:
- changed-files:
- any-glob-to-any-file:
+ - "**/*.md"
- docs/**
- media/**
+examples:
+ - all:
+ - changed-files:
+ - any-glob-to-any-file:
+ - app/**
+ - examples/**
+ - tools/**
+ - all-globs-to-all-files:
+ - '!tools/server/**'
+ - '!tools/mtmd/**'
+ - '!tools/ui/**'
testing:
- changed-files:
- any-glob-to-any-file:
@@ -47,28 +59,12 @@ build:
- cmake/**
- CMakeLists.txt
- CMakePresets.json
-examples:
- - changed-files:
- - any-glob-to-any-file:
- - examples/**
- - tools/**
devops:
- changed-files:
- any-glob-to-any-file:
- .devops/**
- .github/**
- ci/**
-python:
- - changed-files:
- - any-glob-to-any-file:
- - "**/*.py"
- - requirements/**
- - gguf-py/**
- - .flake8
-script:
- - changed-files:
- - any-glob-to-any-file:
- - scripts/**
android:
- changed-files:
- any-glob-to-any-file:
@@ -81,9 +77,20 @@ server:
- changed-files:
- any-glob-to-any-file:
- tools/server/**
-
-
-
+mtmd:
+ - changed-files:
+ - any-glob-to-any-file:
+ - tools/mtmd/**
+conversion:
+ - changed-files:
+ - any-glob-to-any-file:
+ - conversion/**
+ - convert_*.py
+ - gguf-py/**
+vendor:
+ - changed-files:
+ - any-glob-to-any-file:
+ - vendor/**
ggml:
- changed-files:
- any-glob-to-any-file:
diff --git a/.github/workflows/build-apple.yml b/.github/workflows/build-apple.yml
index 2b3d14d1f3..55f4bcad61 100644
--- a/.github/workflows/build-apple.yml
+++ b/.github/workflows/build-apple.yml
@@ -22,7 +22,8 @@ on:
types: [opened, synchronize, reopened]
paths: [
'.github/workflows/build-apple.yml',
- 'ggml/src/ggml-metal/**'
+ 'ggml/src/ggml-metal/**',
+ 'ggml/src/ggml-rpc/**'
]
concurrency:
@@ -60,10 +61,10 @@ jobs:
-DCMAKE_BUILD_RPATH="@loader_path" \
-DLLAMA_FATAL_WARNINGS=ON \
-DLLAMA_BUILD_BORINGSSL=ON \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=OFF \
-DGGML_METAL_SHADER_DEBUG=ON \
- -DGGML_RPC=ON
+ -DGGML_RPC=ON \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3
time cmake --build build --config Release -j $(sysctl -n hw.logicalcpu)
leaks -atExit -- ./build/bin/test-thread-safety -hf ggml-org/gemma-3-270m-qat-GGUF -ngl 99 -p "$(printf 'hello %.0s' {1..128})" -n 16 -c 512 -ub 32 -np 2 -t 2 -lv 1
@@ -73,6 +74,16 @@ jobs:
cd build
ctest -L main -E "test-llama-archs" --verbose --timeout 900
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: apple-arm64
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
macos-latest-x64:
runs-on: macos-15-intel
@@ -109,6 +120,16 @@ jobs:
cd build
ctest -L main --verbose --timeout 900
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: apple-x64
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
macos-latest-ios-xcode:
runs-on: macos-latest
@@ -126,7 +147,6 @@ jobs:
run: |
sysctl -a
cmake -B build -G Xcode \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_OPENSSL=OFF \
-DLLAMA_BUILD_APP=OFF \
@@ -164,20 +184,11 @@ jobs:
id: checkout
uses: actions/checkout@v6
- # TODO: this likely does not do anything - if yes, remove it
- - name: ccache
- uses: ggml-org/ccache-action@v1.2.21
- with:
- key: apple-tvos
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_APP=OFF \
@@ -198,20 +209,11 @@ jobs:
id: checkout
uses: actions/checkout@v6
- # TODO: this likely does not do anything - if yes, remove it
- - name: ccache
- uses: ggml-org/ccache-action@v1.2.21
- with:
- key: apple-visionos
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-
- name: Build
id: cmake_build
run: |
sysctl -a
cmake -B build -G Xcode \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_APP=OFF \
@@ -237,14 +239,6 @@ jobs:
id: checkout
uses: actions/checkout@v6
- # TODO: this likely does not do anything - if yes, remove it
- - name: ccache
- uses: ggml-org/ccache-action@v1.2.21
- with:
- key: apple-swift
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-
- name: Download xcframework artifact
uses: actions/download-artifact@v7
with:
@@ -256,7 +250,6 @@ jobs:
run: |
sysctl -a
cmake -B build -G Xcode \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_OPENSSL=OFF \
-DLLAMA_BUILD_APP=OFF \
diff --git a/.github/workflows/build-cache.yml b/.github/workflows/build-cache.yml
index 53d65f3768..187427a8d4 100644
--- a/.github/workflows/build-cache.yml
+++ b/.github/workflows/build-cache.yml
@@ -10,33 +10,6 @@ concurrency:
cancel-in-progress: true
jobs:
- ubuntu-24-vulkan-cache:
- runs-on: ubuntu-24.04
-
- steps:
- - name: Clone
- id: checkout
- uses: actions/checkout@v6
-
- - name: Get latest Vulkan SDK version
- id: vulkan_sdk_version
- run: |
- echo "VULKAN_SDK_VERSION=$(curl https://vulkan.lunarg.com/sdk/latest/linux.txt)" >> "$GITHUB_ENV"
-
- - name: Setup Cache
- uses: actions/cache@v5
- id: cache-sdk
- with:
- path: ./vulkan_sdk
- key: cache-gha-vulkan-sdk-${{ env.VULKAN_SDK_VERSION }}-${{ runner.os }}
-
- - name: Setup Vulkan SDK
- if: steps.cache-sdk.outputs.cache-hit != 'true'
- uses: ./.github/actions/linux-setup-vulkan
- with:
- path: ./vulkan_sdk
- version: ${{ env.VULKAN_SDK_VERSION }}
-
#ubuntu-24-spacemit-cache:
# runs-on: ubuntu-24.04
@@ -67,9 +40,9 @@ jobs:
runs-on: ubuntu-24.04
env:
- # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
- OPENVINO_VERSION_MAJOR: "2026.0"
- OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886"
+ # Sync versions in build-openvino.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
steps:
- name: Clone
@@ -91,12 +64,13 @@ jobs:
version_major: ${{ env.OPENVINO_VERSION_MAJOR }}
version_full: ${{ env.OPENVINO_VERSION_FULL }}
- windows-2022-rocm-cache:
+ windows-2022-openvino-cache:
runs-on: windows-2022
env:
- # Make sure this is in sync with build.yml
- HIPSDK_INSTALLER_VERSION: "26.Q1"
+ # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
steps:
- name: Clone
@@ -105,13 +79,40 @@ jobs:
- name: Setup Cache
uses: actions/cache@v5
- id: cache-rocm
+ id: cache-openvino
with:
- path: C:\Program Files\AMD\ROCm
- key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
+ path: ./openvino_toolkit
+ key: cache-gha-openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }}
- - name: Setup ROCm
- if: steps.cache-rocm.outputs.cache-hit != 'true'
- uses: ./.github/actions/windows-setup-rocm
+ - name: Setup OpenVINO Toolkit
+ if: steps.cache-openvino.outputs.cache-hit != 'true'
+ uses: ./.github/actions/windows-setup-openvino
with:
- version: ${{ env.HIPSDK_INSTALLER_VERSION }}
+ path: ./openvino_toolkit
+ version_major: ${{ env.OPENVINO_VERSION_MAJOR }}
+ version_full: ${{ env.OPENVINO_VERSION_FULL }}
+
+ # windows-2022-rocm-cache:
+ # runs-on: windows-2022
+
+ # env:
+ # # Make sure this is in sync with release.yml and build-cuda-windows.yml
+ # ROCM_VERSION: "7.14.0"
+
+ # steps:
+ # - name: Clone
+ # id: checkout
+ # uses: actions/checkout@v6
+
+ # - name: Setup Cache
+ # uses: actions/cache@v5
+ # id: cache-rocm
+ # with:
+ # path: C:\TheRock\build
+ # key: rocm-wheels-${{ env.ROCM_VERSION }}-multi-arch-${{ runner.os }}
+
+ # - name: Setup ROCm
+ # if: steps.cache-rocm.outputs.cache-hit != 'true'
+ # uses: ./.github/actions/windows-setup-rocm
+ # with:
+ # version: ${{ env.ROCM_VERSION }}
diff --git a/.github/workflows/build-cmake-pkg.yml b/.github/workflows/build-cmake-pkg.yml
index 5becff09c1..c44fba2c69 100644
--- a/.github/workflows/build-cmake-pkg.yml
+++ b/.github/workflows/build-cmake-pkg.yml
@@ -5,7 +5,7 @@ on:
jobs:
linux:
- runs-on: [self-hosted, Linux, CPU]
+ runs-on: [self-hosted, Linux]
steps:
- uses: actions/checkout@v6
with:
@@ -21,31 +21,33 @@ jobs:
-DLLAMA_BUILD_TOOLS=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_APP=OFF \
+ -DLLAMA_BUILD_IS_DEV=OFF \
-DCMAKE_BUILD_TYPE=Release
- cmake --build build --config Release
+ cmake --build build --config Release -j $(nproc)
cmake --install build --prefix "$PREFIX" --config Release
export LLAMA_CONFIG="$PREFIX"/lib/cmake/llama/llama-config.cmake
- tclsh <<'EOF'
- set build(commit) [string trim [exec git rev-parse --short HEAD]]
- set build(number) [string trim [exec git rev-list --count HEAD]]
- set build(version) "0.0.$build(number)"
+ build_commit=$(git rev-parse --short HEAD | xargs)
+ build_number=$(git rev-list --count HEAD | xargs)
- set llamaconfig [read [open "$env(LLAMA_CONFIG)" r]]
- set checks [list "set\\(LLAMA_VERSION \\s+$build(version)\\)" \
- "set\\(LLAMA_BUILD_COMMIT\\s+$build(commit)\\)" \
- "set\\(LLAMA_BUILD_NUMBER\\s+$build(number)\\)"]
+ major=$(grep -oE "set\(LLAMA_VERSION_MAJOR[[:space:]]+[0-9]+" CMakeLists.txt | grep -oE "[0-9]+$")
+ minor=$(grep -oE "set\(LLAMA_VERSION_MINOR[[:space:]]+[0-9]+" CMakeLists.txt | grep -oE "[0-9]+$")
+ patch=$(grep -oE "set\(LLAMA_VERSION_PATCH[[:space:]]+[0-9]+" CMakeLists.txt | grep -oE "[0-9]+$")
+ build_version="$major.$minor.$patch"
- puts -nonewline "Checking llama-config.cmake version... "
- foreach check $checks {
- if {![regexp -expanded -- $check $llamaconfig]} {
- puts "\"$check\" failed!"
+ checks=("set\(LLAMA_VERSION[[:space:]]+$build_version\)"
+ "set\(LLAMA_BUILD_COMMIT[[:space:]]+$build_commit\)"
+ "set\(LLAMA_BUILD_NUMBER[[:space:]]+$build_number\)")
+
+ for check in "${checks[@]}"; do
+ if ! grep -qE "$check" "$LLAMA_CONFIG"; then
+ echo "Checking llama-config.cmake version... \"$check\" failed!"
exit 1
- }
- }
- puts "success."
- EOF
+ fi
+ done
+
+ echo "Checking llama-config.cmake version... success."
cd examples/simple-cmake-pkg
cmake -S . -B build -DCMAKE_PREFIX_PATH="$PREFIX"/lib/cmake
- cmake --build build
+ cmake --build build -j $(nproc)
diff --git a/.github/workflows/build-cpu.yml b/.github/workflows/build-cpu.yml
index 8f62e1a177..b62fe55d6c 100644
--- a/.github/workflows/build-cpu.yml
+++ b/.github/workflows/build-cpu.yml
@@ -21,6 +21,7 @@ on:
paths: [
'.github/workflows/build-cpu.yml',
'.github/workflows/build-cmake-pkg.yml',
+ 'ggml/src/ggml-rpc/**',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
@@ -94,6 +95,7 @@ jobs:
id: cmake_build
run: |
cmake -B build \
+ -DGGML_NATIVE=OFF \
-DLLAMA_FATAL_WARNINGS=ON \
-DGGML_RPC=ON
time cmake --build build --config Release -j $(nproc)
@@ -115,29 +117,38 @@ jobs:
./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf
./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256
+ # note: real deletion only on push to master (same condition as the ccache save),
+ # dry-run otherwise (the token is read-only on PRs from forks)
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: cpu-${{ matrix.os }}
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
windows:
+ name: windows / ${{ matrix.build }}
runs-on: windows-2025
env:
OPENBLAS_VERSION: 0.3.23
SDE_VERSION: 9.33.0-2024-01-07
- VULKAN_VERSION: 1.4.313.2
strategy:
matrix:
include:
- build: 'x64-cpu-static'
arch: 'x64'
- defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/x64-windows-llvm.cmake -DGGML_NATIVE=OFF -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON -DBUILD_SHARED_LIBS=OFF'
+ defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/x64-windows-llvm.cmake -DGGML_NATIVE=OFF -DGGML_OPENMP_FETCH=ON -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON -DBUILD_SHARED_LIBS=OFF'
- build: 'x64-openblas'
arch: 'x64'
defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/x64-windows-llvm.cmake -DGGML_NATIVE=OFF -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DGGML_OPENMP=OFF -DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS -DBLAS_INCLUDE_DIRS="$env:RUNNER_TEMP/openblas/include" -DBLAS_LIBRARIES="$env:RUNNER_TEMP/openblas/lib/openblas.lib"'
- - build: 'x64-vulkan'
- arch: 'x64'
- defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/x64-windows-llvm.cmake -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DLLAMA_BUILD_SERVER=ON -DGGML_RPC=ON -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON -DGGML_VULKAN=ON'
- build: 'arm64'
arch: 'arm64'
- defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-llvm.cmake -DGGML_NATIVE=OFF -DLLAMA_BUILD_SERVER=ON'
+ defines: '-G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-llvm.cmake -DGGML_NATIVE=OFF -DGGML_OPENMP_FETCH=ON -DLLAMA_BUILD_SERVER=ON'
steps:
- name: Clone
@@ -165,15 +176,6 @@ jobs:
$lib = $(join-path $msvc 'bin\Hostx64\x64\lib.exe')
& $lib /machine:x64 "/def:${env:RUNNER_TEMP}/openblas/lib/libopenblas.def" "/out:${env:RUNNER_TEMP}/openblas/lib/openblas.lib" /name:openblas.dll
- - name: Install Vulkan SDK
- id: get_vulkan
- if: ${{ matrix.build == 'x64-vulkan' }}
- run: |
- curl.exe -o $env:RUNNER_TEMP/VulkanSDK-Installer.exe -L "https://sdk.lunarg.com/sdk/download/${env:VULKAN_VERSION}/windows/vulkansdk-windows-X64-${env:VULKAN_VERSION}.exe"
- & "$env:RUNNER_TEMP\VulkanSDK-Installer.exe" --accept-licenses --default-answer --confirm-command install
- Add-Content $env:GITHUB_ENV "VULKAN_SDK=C:\VulkanSDK\${env:VULKAN_VERSION}"
- Add-Content $env:GITHUB_PATH "C:\VulkanSDK\${env:VULKAN_VERSION}\bin"
-
- name: Install Ninja
id: install_ninja
run: |
@@ -213,3 +215,13 @@ jobs:
# cd build
# $env:LLAMA_SKIP_TESTS_SLOW_ON_EMULATOR = 1
# & $sde -future -- ctest -L main -C Release --verbose --timeout 900
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: cpu-windows-2025-${{ matrix.build }}
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-cuda-ubuntu.yml b/.github/workflows/build-cuda-ubuntu.yml
index 6271b22cbd..80bd782095 100644
--- a/.github/workflows/build-cuda-ubuntu.yml
+++ b/.github/workflows/build-cuda-ubuntu.yml
@@ -50,14 +50,22 @@ jobs:
DEBIAN_FRONTEND: noninteractive
run: |
apt update
- apt install -y cmake build-essential ninja-build libgomp1 git libssl-dev
+ apt install -y cmake build-essential ninja-build libgomp1 git libssl-dev jq python3 python3-venv python3-pip
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
key: cuda-ubuntu-24.04-cuda
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ save: false
+
+ - name: ccache-buckets-restore
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-24.04-cuda
+ folder: llama.cpp
+ hf_bucket: ggml-org/cache
- name: Build with CMake
# TODO: Remove GGML_CUDA_CUB_3DOT2 flag once CCCL 3.2 is bundled within CTK and that CTK version is used in this project
@@ -72,6 +80,18 @@ jobs:
-DGGML_CUDA_CUB_3DOT2=ON
cmake --build build
+ - name: ccache-buckets-save
+ if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-24.04-cuda
+ folder: llama.cpp
+ evict-old-files: 1d
+ hf_bucket: ggml-org/cache
+ save: true
+
hip:
runs-on: ubuntu-22.04
container: rocm/dev-ubuntu-22.04:6.1.2
@@ -85,25 +105,44 @@ jobs:
id: depends
run: |
sudo apt-get update
- sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libssl-dev rocwmma-dev
+ sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libssl-dev rocwmma-dev jq python3-venv
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
key: cuda-ubuntu-22.04-hip
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ save: false
+
+ - name: ccache-buckets-restore
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-22.04-hip
+ folder: llama.cpp
+ hf_bucket: ggml-org/cache
- name: Build with native CMake HIP support
id: cmake_build
run: |
cmake -B build -S . \
-DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \
- -DGGML_HIP_ROCWMMA_FATTN=ON \
-DGPU_TARGETS="gfx1030" \
-DGGML_HIP=ON
cmake --build build --config Release -j $(nproc)
+ - name: ccache-buckets-save
+ if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-22.04-hip
+ folder: llama.cpp
+ evict-old-files: 1d
+ hf_bucket: ggml-org/cache
+ save: true
+
musa:
runs-on: ubuntu-22.04
container: mthreads/musa:rc4.3.0-devel-ubuntu22.04-amd64
@@ -117,14 +156,22 @@ jobs:
id: depends
run: |
apt-get update
- apt-get install -y build-essential git cmake libssl-dev
+ apt-get install -y build-essential git cmake libssl-dev jq
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
key: cuda-ubuntu-22.04-musa
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ save: false
+
+ - name: ccache-buckets-restore
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-22.04-musa
+ folder: llama.cpp
+ hf_bucket: ggml-org/cache
- name: Build with native CMake MUSA support
id: cmake_build
@@ -132,3 +179,15 @@ jobs:
cmake -B build -S . \
-DGGML_MUSA=ON
time cmake --build build --config Release -j $(nproc)
+
+ - name: ccache-buckets-save
+ if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+ uses: ./.github/actions/ccache-buckets
+ env:
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CACHE_OUTPUT }}
+ with:
+ key: cuda-ubuntu-22.04-musa
+ folder: llama.cpp
+ evict-old-files: 1d
+ hf_bucket: ggml-org/cache
+ save: true
diff --git a/.github/workflows/build-cuda-windows.yml b/.github/workflows/build-cuda-windows.yml
index e9e941421b..95843946f5 100644
--- a/.github/workflows/build-cuda-windows.yml
+++ b/.github/workflows/build-cuda-windows.yml
@@ -22,6 +22,7 @@ env:
jobs:
cuda:
+ name: windows-cuda (${{ matrix.cuda }}, ${{ matrix.arch }})
runs-on: windows-2022
permissions:
@@ -29,7 +30,16 @@ jobs:
strategy:
matrix:
- cuda: ['12.4', '13.3']
+ include:
+ - cuda: '12.4'
+ arch: x64
+ defines: '-DGGML_CUDA_CUB_3DOT2=ON'
+ - cuda: '13.3'
+ arch: x64
+ defines: ''
+ - cuda: '13.4'
+ arch: arm64
+ defines: '-DCMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-msvc-cuda.cmake'
steps:
- name: Clone
@@ -39,12 +49,13 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
- key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
+ key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
- name: Install Cuda Toolkit
uses: ./.github/actions/windows-setup-cuda
with:
cuda_version: ${{ matrix.cuda }}
+ cuda_arch: ${{ matrix.arch }}
- name: Install Ninja
id: install_ninja
@@ -54,26 +65,21 @@ jobs:
- name: Build
id: cmake_build
shell: cmd
- # TODO: Remove GGML_CUDA_CUB_3DOT2 flag once CCCL 3.2 is bundled within CTK and that CTK version is used in this project
run: |
- call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" x64
+ call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }}
cmake -S . -B build -G "Ninja Multi-Config" ^
- -DLLAMA_BUILD_SERVER=ON ^
- -DLLAMA_BUILD_BORINGSSL=ON ^
- -DGGML_NATIVE=OFF ^
-DGGML_BACKEND_DL=ON ^
- -DGGML_CPU_ALL_VARIANTS=ON ^
+ -DGGML_NATIVE=OFF ^
+ -DGGML_CPU=OFF ^
-DGGML_CUDA=ON ^
- -DGGML_RPC=ON ^
- -DGGML_CUDA_CUB_3DOT2=ON
+ -DLLAMA_BUILD_BORINGSSL=ON ${{ matrix.defines }}
set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1
- cmake --build build --config Release -j %NINJA_JOBS% -t ggml
- cmake --build build --config Release
+ cmake --build build --config Release -j %NINJA_JOBS% --target ggml-cuda
- name: ccache-clear
uses: ./.github/actions/ccache-clear
with:
- key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
+ key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
hip:
runs-on: windows-2022
@@ -83,7 +89,7 @@ jobs:
env:
# Make sure this is in sync with build-cache.yml
- HIPSDK_INSTALLER_VERSION: "26.Q1"
+ ROCM_VERSION: "7.14.0"
strategy:
matrix:
@@ -97,36 +103,53 @@ jobs:
id: checkout
uses: actions/checkout@v6
- - name: Grab rocWMMA package
- id: grab_rocwmma
- run: |
- curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb"
- 7z x rocwmma.deb
- 7z x data.tar
-
- - name: Use ROCm Installation Cache
- uses: actions/cache@v5
- id: cache-rocm
- with:
- path: C:\Program Files\AMD\ROCm
- key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
+ # - name: Cache ROCm Installation
+ # uses: actions/cache@v5
+ # id: cache-rocm
+ # with:
+ # path: C:\TheRock\build
+ # key: rocm-wheels-${{ env.ROCM_VERSION }}-multi-arch-${{ runner.os }}
- name: Setup ROCm
- if: steps.cache-rocm.outputs.cache-hit != 'true'
+ # if: steps.cache-rocm.outputs.cache-hit != 'true'
uses: ./.github/actions/windows-setup-rocm
with:
- version: ${{ env.HIPSDK_INSTALLER_VERSION }}
+ version: ${{ env.ROCM_VERSION }}
+
+ - name: Setup ROCm Environment
+ run: |
+ $ErrorActionPreference = "Stop"
+
+ # Activate venv from cache or fresh install
+ & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+ # Expand the devel tree (idempotent; no-op if already done during install)
+ rocm-sdk init
+ if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+
+ # Get ROCm installation paths using the rocm-sdk CLI tool
+ $rocmPath = (rocm-sdk path --root)
+ if (-not $rocmPath) { throw "rocm-sdk path --root returned empty - devel package may not be installed" }
+ $rocmPath = $rocmPath.Trim()
+ $cmakePath = (rocm-sdk path --cmake).Trim()
+ $binPath = (rocm-sdk path --bin).Trim()
+ write-host "ROCm root: $rocmPath"
+
+ echo "HIP_PATH=$rocmPath" >> $env:GITHUB_ENV
+ echo "CMAKE_PREFIX_PATH=$cmakePath" >> $env:GITHUB_ENV
+ echo "HIP_DEVICE_LIB_PATH=$rocmPath\lib\llvm\amdgcn\bitcode" >> $env:GITHUB_ENV
+ echo "HIP_PLATFORM=amd" >> $env:GITHUB_ENV
+ echo "LLVM_PATH=$rocmPath\lib\llvm" >> $env:GITHUB_ENV
+ echo "$binPath" >> $env:GITHUB_PATH
+
+ # Keep venv in PATH for subsequent steps
+ echo "C:\TheRock\build\.venv\Scripts" >> $env:GITHUB_PATH
- name: Verify ROCm
id: verify
run: |
- # Find and test ROCm installation
- $clangPath = Get-ChildItem 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | Select-Object -First 1
- if (-not $clangPath) {
- Write-Error "ROCm installation not found"
- exit 1
- }
- & $clangPath.FullName --version
+ # Test the ROCm clang shipped in the installed wheel
+ & "${env:HIP_PATH}\lib\llvm\bin\clang.exe" --version
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
@@ -134,29 +157,27 @@ jobs:
# TODO: this build does not match the build in release.yml, so we use a different cache key
# ideally, the builds should match, similar to the CUDA build above so that we would be able
# to populate the ccache for the release with manual runs of this workflow
- #key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
- key: cuda-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
+ #key: release-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
+ key: cuda-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
- name: Build
id: cmake_build
run: |
- $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path)
- $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}"
cmake -G "Unix Makefiles" -B build -S . `
- -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
- -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
- -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/" `
+ -DCMAKE_PREFIX_PATH="${env:HIP_PATH}" `
+ -DCMAKE_C_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+ -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang++.exe" `
+ -DCMAKE_HIP_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
-DCMAKE_BUILD_TYPE=Release `
-DLLAMA_BUILD_BORINGSSL=ON `
- -DROCM_DIR="${env:HIP_PATH}" `
+ -DHIP_PATH="${env:HIP_PATH}" `
-DGGML_HIP=ON `
- -DGGML_HIP_ROCWMMA_FATTN=ON `
- -DGPU_TARGETS="gfx1100" `
+ -DGPU_TARGETS="gfx1100" `
-DGGML_RPC=ON
cmake --build build -j ${env:NUMBER_OF_PROCESSORS}
- name: ccache-clear
uses: ./.github/actions/ccache-clear
with:
- #key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
- key: cuda-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
+ #key: release-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
+ key: cuda-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
diff --git a/.github/workflows/build-opencl.yml b/.github/workflows/build-opencl.yml
index 251b1f8d59..c0adc7e496 100644
--- a/.github/workflows/build-opencl.yml
+++ b/.github/workflows/build-opencl.yml
@@ -80,3 +80,13 @@ jobs:
run: |
cmake -S . -B build -G "Ninja Multi-Config" -D CMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-llvm.cmake -DCMAKE_PREFIX_PATH="$env:RUNNER_TEMP/opencl-arm64-release" -DGGML_OPENCL=ON -DGGML_OPENCL_USE_ADRENO_KERNELS=ON -DLLAMA_BUILD_BORINGSSL=ON
cmake --build build --config Release -j ${env:NUMBER_OF_PROCESSORS}
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: opencl-windows-2025-x64
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-openvino.yml b/.github/workflows/build-openvino.yml
index ddcbc66974..0316e7ad97 100644
--- a/.github/workflows/build-openvino.yml
+++ b/.github/workflows/build-openvino.yml
@@ -37,14 +37,10 @@ jobs:
ubuntu-24-openvino:
runs-on: [self-hosted, Linux, Intel, OpenVINO]
- concurrency:
- group: openvino-gpu-${{ github.head_ref || github.ref }}
- cancel-in-progress: false
-
env:
# Sync versions in build-openvino.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
- OPENVINO_VERSION_MAJOR: "2026.0"
- OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886"
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
steps:
- name: Clone
@@ -78,14 +74,14 @@ jobs:
cmake -B build/ReleaseOV -G Ninja \
-DCMAKE_BUILD_TYPE=Release \
-DGGML_OPENVINO=ON
- time cmake --build build/ReleaseOV --config Release -j $(nproc)
+ time cmake --build build/ReleaseOV --config Release --parallel
- name: Test (CPU)
id: cmake_test_cpu
# TODO: fix and re-enable the `test-llama-archs` test below
run: |
cd ${{ github.workspace }}
- ctest --test-dir build/ReleaseOV -L main -E "test-llama-archs" --verbose --timeout 2000
+ ctest --test-dir build/ReleaseOV -L main -E "test-llama-archs|test-recurrent-state-rollback-nemotron-h" --verbose --timeout 2000
- name: Test (GPU)
id: cmake_test_gpu
@@ -93,4 +89,91 @@ jobs:
run: |
cd ${{ github.workspace }}
export GGML_OPENVINO_DEVICE=GPU
- ctest --test-dir build/ReleaseOV -L main -E "test-llama-archs" --verbose --timeout 2000
+ ctest --test-dir build/ReleaseOV -L main -E "test-llama-archs|test-recurrent-state-rollback-nemotron-h" --verbose --timeout 3000
+
+ openvino-windows-2022:
+ runs-on: windows-2022
+
+ env:
+ # Sync versions in build-openvino.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: openvino-windows-2022
+ variant: ccache
+ evict-old-files: 1d
+ save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
+ - name: Setup Cache
+ uses: actions/cache@v5
+ id: cache-openvino
+ with:
+ path: ./openvino_toolkit
+ key: cache-gha-openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }}
+
+ - name: Setup OpenVINO Toolkit
+ if: steps.cache-openvino.outputs.cache-hit != 'true'
+ uses: ./.github/actions/windows-setup-openvino
+ with:
+ path: ./openvino_toolkit
+ version_major: ${{ env.OPENVINO_VERSION_MAJOR }}
+ version_full: ${{ env.OPENVINO_VERSION_FULL }}
+
+ - name: Install OpenCL using vcpkg
+ shell: powershell
+ run: |
+ git clone https://github.com/microsoft/vcpkg C:\vcpkg
+ C:\vcpkg\bootstrap-vcpkg.bat
+ C:\vcpkg\vcpkg install opencl
+
+ - name: Build
+ id: cmake_build
+ shell: cmd
+ run: |
+ REM Find extracted OpenVINO folder dynamically
+ for /d %%i in (openvino_toolkit\*) do set OPENVINO_ROOT=%%i
+
+ if not exist "%OPENVINO_ROOT%\runtime\cmake\OpenVINOConfig.cmake" (
+ echo ERROR: OpenVINOConfig.cmake not found
+ exit /b 1
+ )
+
+ call "%OPENVINO_ROOT%\setupvars.bat"
+
+ cmake -B build\ReleaseOV -G "Visual Studio 17 2022" ^
+ -A x64 ^
+ -DCMAKE_BUILD_TYPE=Release ^
+ -DGGML_OPENVINO=ON ^
+ -DCMAKE_TOOLCHAIN_FILE=C:\vcpkg\scripts\buildsystems\vcpkg.cmake
+
+ cmake --build build\ReleaseOV --config Release -- /m
+
+ - name: Test (CPU)
+ id: cmake_test_cpu
+ shell: cmd
+ # TODO: fix and re-enable the `test-llama-archs` test below
+ run: |
+ REM Find extracted OpenVINO folder dynamically
+ for /d %%i in (openvino_toolkit\*) do set OPENVINO_ROOT=%%i
+ call "%OPENVINO_ROOT%\setupvars.bat"
+
+ cd build
+ ctest --test-dir ReleaseOV -L main -E "test-llama-archs|test-recurrent-state-rollback-nemotron-h" -C Release --verbose --timeout 3000
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: openvino-windows-2022
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-rpc.yml b/.github/workflows/build-rpc.yml
deleted file mode 100644
index d04dc375b5..0000000000
--- a/.github/workflows/build-rpc.yml
+++ /dev/null
@@ -1,66 +0,0 @@
-name: CI (rpc)
-
-on:
- workflow_dispatch: # allows manual triggering
- push:
- branches:
- - master
- paths: [
- '.github/workflows/build-rpc.yml',
- '**/CMakeLists.txt',
- '**/.cmake',
- '**/*.h',
- '**/*.hpp',
- '**/*.c',
- '**/*.cpp'
- ]
-
- pull_request:
- types: [opened, synchronize, reopened]
- paths: [
- '.github/workflows/build-rpc.yml',
- 'ggml/src/ggml-rpc/**'
- ]
-
-concurrency:
- group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
- cancel-in-progress: true
-
-env:
- GGML_NLOOP: 3
- GGML_N_THREADS: 1
- LLAMA_ARG_LOG_COLORS: 1
- LLAMA_ARG_LOG_PREFIX: 1
- LLAMA_ARG_LOG_TIMESTAMPS: 1
-
-jobs:
- ubuntu-24-rpc:
- runs-on: ${{ 'ubuntu-24.04-arm' || 'ubuntu-24.04' }}
-
- continue-on-error: true
-
- steps:
- - name: Clone
- id: checkout
- uses: actions/checkout@v6
-
- - name: Dependencies
- id: depends
- run: |
- sudo apt-get update
- sudo apt-get install build-essential libssl-dev ninja-build
-
- - name: Build
- id: cmake_build
- run: |
- cmake -B build \
- -G "Ninja" \
- -DCMAKE_BUILD_TYPE=Release \
- -DGGML_RPC=ON
- time cmake --build build --config Release -j $(nproc)
-
- - name: Test
- id: cmake_test
- run: |
- cd build
- ctest -L main --verbose
diff --git a/.github/workflows/build-sanitize.yml b/.github/workflows/build-sanitize.yml
index e242abcfd3..974af62eb2 100644
--- a/.github/workflows/build-sanitize.yml
+++ b/.github/workflows/build-sanitize.yml
@@ -15,6 +15,12 @@ on:
'**/*.cpp'
]
+ pull_request:
+ types: [opened, synchronize, reopened]
+ paths: [
+ '.github/workflows/build-sanitize.yml'
+ ]
+
concurrency:
group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
cancel-in-progress: true
@@ -28,19 +34,35 @@ env:
jobs:
ctest:
- runs-on: [self-hosted, X64, CPU, Linux]
-
continue-on-error: true
strategy:
matrix:
- sanitizer: [ADDRESS, THREAD, UNDEFINED]
+ include:
+ # thread and address doesn't run properly on some self hosted machines, so run it on Github instead
+ - sanitizer: ADDRESS
+ machine: ubuntu-24.04
+ - sanitizer: THREAD
+ machine: ubuntu-24.04
+ - sanitizer: UNDEFINED
+ machine: [self-hosted, X64, Linux]
+
+ runs-on: ${{ matrix.machine }}
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
+ # - name: ccache
+ # uses: ggml-org/ccache-action@v1.2.21
+ # if: ${{ matrix.sanitizer != 'UNDEFINED' }}
+ # with:
+ # key: ctest-${{ matrix.sanitizer }}-ubuntu-24.04
+ # variant: ccache
+ # evict-old-files: 1d
+ # save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
# with UNDEFINED sanitizer, we have to build in Debug to avoid GCC 13 false-positive warnings
- name: Build (undefined)
id: cmake_build_undefined
diff --git a/.github/workflows/build-self-hosted.yml b/.github/workflows/build-self-hosted.yml
index 436100c8a4..fe2ab81547 100644
--- a/.github/workflows/build-self-hosted.yml
+++ b/.github/workflows/build-self-hosted.yml
@@ -6,7 +6,7 @@ on:
branches:
- master
paths: [
- '.github/workflows/build.yml',
+ '.github/workflows/build-self-hosted.yml',
'**/CMakeLists.txt',
'**/.cmake',
'**/*.h',
@@ -48,6 +48,8 @@ concurrency:
cancel-in-progress: true
env:
+ # note: this is dud token to avoid rate limiting (https://github.com/ggml-org/llama.cpp/pull/25706#issuecomment-4979941302)
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CI }}
GGML_NLOOP: 3
GGML_N_THREADS: 1
LLAMA_ARG_LOG_COLORS: 1
@@ -69,6 +71,26 @@ jobs:
nvidia-smi
GG_BUILD_CUDA=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp
+ gpu-rocm:
+ runs-on: [self-hosted, Linux, AMD]
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: Test
+ id: ggml-ci
+ # HIP_LAUNCH_BLOCKING=1: workaround for an async-execution correctness
+ # issue on integrated RDNA3.5 (gfx1151) where batched inference returns
+ # incorrect output (perplexity ~88 vs ~9.4). Serializing kernel launches
+ # restores correctness. Remove once the underlying ROCm/HIP issue is fixed.
+ env:
+ HIP_LAUNCH_BLOCKING: "1"
+ run: |
+ rocminfo
+ GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS=gfx1151 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp
+
gpu-vulkan-nvidia-cm:
runs-on: [self-hosted, Linux, NVIDIA]
@@ -264,14 +286,10 @@ jobs:
gpu-openvino-low-perf:
runs-on: [self-hosted, Linux, Intel, OpenVINO]
- concurrency:
- group: openvino-gpu-${{ github.head_ref || github.ref }}
- cancel-in-progress: false
-
env:
# Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
- OPENVINO_VERSION_MAJOR: "2026.0"
- OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886"
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
steps:
- name: Clone
diff --git a/.github/workflows/build-sycl.yml b/.github/workflows/build-sycl.yml
index ef377c8186..7beac81772 100644
--- a/.github/workflows/build-sycl.yml
+++ b/.github/workflows/build-sycl.yml
@@ -34,129 +34,128 @@ env:
LLAMA_ARG_LOG_TIMESTAMPS: 1
jobs:
+ ubuntu-24-sycl:
+ strategy:
+ matrix:
+ build: [fp32, fp16]
+ include:
+ - build: fp32
+ fp16: OFF
+ - build: fp16
+ fp16: ON
-# TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23705)
-# in order to enable it again, we have to provision dedicated runners to run it
-# ubuntu-24-sycl:
-# strategy:
-# matrix:
-# build: [fp32]
-# include:
-# - build: fp32
-# fp16: OFF
-#
-# runs-on: ubuntu-24.04
-#
-# env:
-# ONEAPI_ROOT: /opt/intel/oneapi/
-# ONEAPI_INSTALLER_VERSION: "2025.3.3"
-# LEVEL_ZERO_VERSION: "1.28.2"
-# LEVEL_ZERO_UBUNTU_VERSION: "u24.04"
-#
-# continue-on-error: true
-#
-# steps:
-# - uses: actions/checkout@v6
-#
-# - name: Use oneAPI Installation Cache
-# uses: actions/cache@v5
-# id: cache-sycl
-# with:
-# path: ${{ env.ONEAPI_ROOT }}
-# key: cache-gha-oneAPI-${{ env.ONEAPI_INSTALLER_VERSION }}-${{ runner.os }}
-#
-# - name: Download & Install oneAPI
-# shell: bash
-# if: steps.cache-sycl.outputs.cache-hit != 'true'
-# run: |
-# cd /tmp
-# wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/56f7923a-adb8-43f3-8b02-2b60fcac8cab/intel-deep-learning-essentials-2025.3.3.16_offline.sh -O intel-deep-learning-essentials_offline.sh
-# sudo bash intel-deep-learning-essentials_offline.sh -s -a --silent --eula accept
-#
-# - name: Install Level Zero SDK
-# shell: bash
-# run: |
-# cd /tmp
-# wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero.deb
-# wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero-devel_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero-devel.deb
-# sudo apt-get install -y ./level-zero.deb ./level-zero-devel.deb
-#
-# - name: Clone
-# id: checkout
-# uses: actions/checkout@v6
-#
-# - name: ccache
-# uses: ggml-org/ccache-action@v1.2.21
-# with:
-# key: sycl-ubuntu-24-${{ matrix.build }}
-# evict-old-files: 1d
-# save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-#
-# - name: Build
-# id: cmake_build
-# run: |
-# source /opt/intel/oneapi/setvars.sh
-# cmake -B build \
-# -G "Ninja" \
-# -DCMAKE_BUILD_TYPE=Release \
-# -DGGML_SYCL=ON \
-# -DCMAKE_C_COMPILER=icx \
-# -DCMAKE_CXX_COMPILER=icpx \
-# -DLLAMA_OPENSSL=OFF \
-# -DGGML_NATIVE=OFF \
-# -DGGML_SYCL_F16=${{ matrix.fp16 }}
-# time cmake --build build --config Release -j $(nproc)
+ runs-on: ubuntu-24.04
-# TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23705)
-# in order to enable it again, we have to provision dedicated runners to run it
-# windows-latest-sycl:
-# runs-on: windows-2022
-#
-# defaults:
-# run:
-# shell: bash
-#
-# env:
-# WINDOWS_BASEKIT_URL: https://registrationcenter-download.intel.com/akdlm/IRC_NAS/b60765d1-2b85-4e85-86b6-cb0e9563a699/intel-deep-learning-essentials-2025.3.3.18_offline.exe
-# WINDOWS_DPCPP_MKL: intel.oneapi.win.cpp-dpcpp-common:intel.oneapi.win.mkl.devel:intel.oneapi.win.dnnl:intel.oneapi.win.tbb.devel
-# LEVEL_ZERO_SDK_URL: https://github.com/oneapi-src/level-zero/releases/download/v1.28.2/level-zero-win-sdk-1.28.2.zip
-# ONEAPI_ROOT: "C:/Program Files (x86)/Intel/oneAPI"
-# ONEAPI_INSTALLER_VERSION: "2025.3.3"
-# steps:
-# - name: Clone
-# id: checkout
-# uses: actions/checkout@v6
-#
-# - name: Use oneAPI Installation Cache
-# uses: actions/cache@v5
-# id: cache-sycl
-# with:
-# path: ${{ env.ONEAPI_ROOT }}
-# key: cache-gha-oneAPI-${{ env.ONEAPI_INSTALLER_VERSION }}-${{ runner.os }}
-#
-# - name: Download & Install oneAPI
-# shell: bash
-# if: steps.cache-sycl.outputs.cache-hit != 'true'
-# run: |
-# scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL
-#
-# - name: Install Level Zero SDK
-# shell: pwsh
-# run: |
-# Invoke-WebRequest -Uri "${{ env.LEVEL_ZERO_SDK_URL }}" -OutFile "level-zero-win-sdk.zip"
-# Expand-Archive -Path "level-zero-win-sdk.zip" -DestinationPath "C:/level-zero-sdk" -Force
-# "LEVEL_ZERO_V1_SDK_PATH=C:/level-zero-sdk" | Out-File -FilePath $env:GITHUB_ENV -Append
-#
-# - name: ccache
-# uses: ggml-org/ccache-action@v1.2.21
-# with:
-# key: sycl-windows-latest
-# variant: ccache
-# evict-old-files: 1d
-# save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-#
-# # TODO: add ssl support ; we will also need to modify win-build-sycl.bat to accept user-specified args
-#
-# - name: Build
-# id: cmake_build
-# run: examples/sycl/win-build-sycl.bat
+ env:
+ ONEAPI_ROOT: /opt/intel/oneapi/
+ ONEAPI_INSTALLER_VERSION: "2025.3.3"
+ LEVEL_ZERO_VERSION: "1.28.2"
+ LEVEL_ZERO_UBUNTU_VERSION: "u24.04"
+
+ continue-on-error: true
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: Download & Install oneAPI
+ shell: bash
+ run: |
+ cd /tmp
+ wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/56f7923a-adb8-43f3-8b02-2b60fcac8cab/intel-deep-learning-essentials-2025.3.3.16_offline.sh -O intel-deep-learning-essentials_offline.sh
+ sudo bash intel-deep-learning-essentials_offline.sh -s -a --silent --eula accept
+
+ - name: Install Level Zero SDK
+ shell: bash
+ run: |
+ cd /tmp
+ wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero.deb
+ wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero-devel_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero-devel.deb
+ sudo apt-get install -y ./level-zero.deb ./level-zero-devel.deb
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: sycl-ubuntu-24-${{ matrix.build }}
+ evict-old-files: 1d
+ save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
+ - name: Build
+ id: cmake_build
+ run: |
+ source /opt/intel/oneapi/setvars.sh
+ cmake -B build \
+ -G "Ninja" \
+ -DCMAKE_BUILD_TYPE=Release \
+ -DGGML_SYCL=ON \
+ -DCMAKE_C_COMPILER=icx \
+ -DCMAKE_CXX_COMPILER=icpx \
+ -DLLAMA_OPENSSL=OFF \
+ -DGGML_NATIVE=OFF \
+ -DGGML_SYCL_F16=${{ matrix.fp16 }}
+ time cmake --build build --config Release -j $(nproc)
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: sycl-ubuntu-24-${{ matrix.build }}
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
+ windows-latest-sycl:
+ runs-on: windows-2022
+
+ defaults:
+ run:
+ shell: bash
+
+ env:
+ WINDOWS_BASEKIT_URL: https://registrationcenter-download.intel.com/akdlm/IRC_NAS/b60765d1-2b85-4e85-86b6-cb0e9563a699/intel-deep-learning-essentials-2025.3.3.18_offline.exe
+ WINDOWS_DPCPP_MKL: intel.oneapi.win.cpp-dpcpp-common:intel.oneapi.win.mkl.devel:intel.oneapi.win.dnnl:intel.oneapi.win.tbb.devel
+ LEVEL_ZERO_SDK_URL: https://github.com/oneapi-src/level-zero/releases/download/v1.28.2/level-zero-win-sdk-1.28.2.zip
+ ONEAPI_ROOT: "C:/Program Files (x86)/Intel/oneAPI"
+ ONEAPI_INSTALLER_VERSION: "2025.3.3"
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: Download & Install oneAPI
+ shell: bash
+ run: |
+ scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL
+
+ - name: Install Level Zero SDK
+ shell: pwsh
+ run: |
+ Invoke-WebRequest -Uri "${{ env.LEVEL_ZERO_SDK_URL }}" -OutFile "level-zero-win-sdk.zip"
+ Expand-Archive -Path "level-zero-win-sdk.zip" -DestinationPath "C:/level-zero-sdk" -Force
+ "LEVEL_ZERO_V1_SDK_PATH=C:/level-zero-sdk" | Out-File -FilePath $env:GITHUB_ENV -Append
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: sycl-windows-latest
+ variant: ccache
+ evict-old-files: 1d
+ save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
+ # TODO: add ssl support ; we will also need to modify win-build-sycl.bat to accept user-specified args
+
+ - name: Build
+ id: cmake_build
+ run: examples/sycl/win-build-sycl.bat
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: sycl-windows-latest
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-vulkan.yml b/.github/workflows/build-vulkan.yml
index a103c50faf..74d1c69368 100644
--- a/.github/workflows/build-vulkan.yml
+++ b/.github/workflows/build-vulkan.yml
@@ -55,7 +55,7 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
- key: vulkan-ubuntu-24.04-arm-new
+ key: vulkan-ubuntu-24.04-arm
variant: ccache
evict-old-files: 1d
save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
@@ -73,6 +73,16 @@ jobs:
run: |
time cmake --build build -j $(nproc)
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: vulkan-ubuntu-24.04-arm
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
ubuntu-llvmpipe:
runs-on: ubuntu-24.04
@@ -93,19 +103,13 @@ jobs:
run: |
echo "VULKAN_SDK_VERSION=$(curl https://vulkan.lunarg.com/sdk/latest/linux.txt)" >> "$GITHUB_ENV"
- - name: Use Vulkan SDK Cache
- uses: actions/cache@v5
- id: cache-sdk
- with:
- path: ./vulkan_sdk
- key: cache-gha-vulkan-sdk-${{ env.VULKAN_SDK_VERSION }}-${{ runner.os }}
-
- name: Setup Vulkan SDK
- if: steps.cache-sdk.outputs.cache-hit != 'true'
- uses: ./.github/actions/linux-setup-vulkan
+ id: setup
+ uses: ./.github/actions/unarchive-tar
with:
+ url: https://sdk.lunarg.com/sdk/download/${{ env.VULKAN_SDK_VERSION }}/linux/vulkan_sdk.tar.xz
path: ./vulkan_sdk
- version: ${{ env.VULKAN_SDK_VERSION }}
+ strip: 1
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
@@ -119,6 +123,7 @@ jobs:
run: |
source ./vulkan_sdk/setup-env.sh
cmake -B build \
+ -DGGML_NATIVE=OFF \
-DGGML_VULKAN=ON
cmake --build build --config Release -j $(nproc)
@@ -132,3 +137,76 @@ jobs:
# This is using llvmpipe and runs slower than other backends
# test-backend-ops is too slow on llvmpipe, skip it
ctest -L main -E test-backend-ops --verbose --timeout 900
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: vulkan-ubuntu-24.04-llvmpipe
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
+ windows:
+ runs-on: windows-2025
+
+ env:
+ VULKAN_VERSION: 1.4.357.0
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: cpu-windows-2025-x64-vulkan
+ variant: ccache
+ evict-old-files: 1d
+ save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
+ - name: Install Vulkan SDK
+ id: get_vulkan
+ run: |
+ curl.exe -o $env:RUNNER_TEMP/VulkanSDK-Installer.exe -L "https://sdk.lunarg.com/sdk/download/${env:VULKAN_VERSION}/windows/vulkansdk-windows-X64-${env:VULKAN_VERSION}.exe"
+ & "$env:RUNNER_TEMP\VulkanSDK-Installer.exe" --accept-licenses --default-answer --confirm-command install
+ Add-Content $env:GITHUB_ENV "VULKAN_SDK=C:\VulkanSDK\${env:VULKAN_VERSION}"
+ Add-Content $env:GITHUB_PATH "C:\VulkanSDK\${env:VULKAN_VERSION}\bin"
+
+ - name: Install Ninja
+ id: install_ninja
+ run: |
+ choco install ninja
+
+ - name: Build
+ id: cmake_build
+ run: |
+ cmake -S . -B build -G "Ninja Multi-Config" `
+ -D CMAKE_TOOLCHAIN_FILE=cmake/x64-windows-llvm.cmake `
+ -DCMAKE_BUILD_TYPE=Release `
+ -DGGML_NATIVE=OFF `
+ -DLLAMA_BUILD_SERVER=ON `
+ -DGGML_RPC=ON `
+ -DGGML_BACKEND_DL=ON `
+ -DGGML_CPU_ALL_VARIANTS=ON `
+ -DGGML_VULKAN=ON `
+ -DLLAMA_BUILD_BORINGSSL=ON
+ cmake --build build --config Release -j ${env:NUMBER_OF_PROCESSORS}
+
+ - name: Test
+ id: cmake_test
+ run: |
+ cd build
+ ctest -L main -C Release --verbose --timeout 900
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: cpu-windows-2025-x64-vulkan
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-wasm.yml b/.github/workflows/build-wasm.yml
new file mode 100644
index 0000000000..2e4680f385
--- /dev/null
+++ b/.github/workflows/build-wasm.yml
@@ -0,0 +1,100 @@
+name: CI (wasm)
+
+on:
+ workflow_dispatch: # allows manual triggering
+ push:
+ branches:
+ - master
+ paths: [
+ '.github/workflows/build-wasm.yml',
+ '**/CMakeLists.txt',
+ '**/.cmake',
+ '**/*.h',
+ '**/*.hpp',
+ '**/*.c',
+ '**/*.cpp',
+ '**/*.wgsl',
+ '**/*.tmpl',
+ 'ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py'
+ ]
+
+ pull_request:
+ types: [opened, synchronize, reopened]
+ paths: [
+ '.github/workflows/build-wasm.yml',
+ '**/CMakeLists.txt',
+ '**/.cmake',
+ '**/*.h',
+ '**/*.hpp',
+ '**/*.c',
+ '**/*.cpp',
+ '**/*.wgsl',
+ '**/*.tmpl',
+ 'ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py'
+ ]
+
+concurrency:
+ group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
+ cancel-in-progress: true
+
+env:
+ GGML_NLOOP: 3
+ GGML_N_THREADS: 1
+ LLAMA_ARG_LOG_COLORS: 1
+ LLAMA_ARG_LOG_PREFIX: 1
+ LLAMA_ARG_LOG_TIMESTAMPS: 1
+
+jobs:
+ ubuntu-webgpu:
+ runs-on: ubuntu-24.04-arm
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: webgpu-ubuntu-24.04-arm-wasm
+ evict-old-files: 1d
+ save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
+ - name: Install Emscripten
+ run: |
+ git clone https://github.com/emscripten-core/emsdk.git
+ cd emsdk
+ ./emsdk install latest
+ ./emsdk activate latest
+
+ - name: Fetch emdawnwebgpu
+ run: |
+ DAWN_TAG="v20260317.182325"
+ EMDAWN_PKG="emdawnwebgpu_pkg-${DAWN_TAG}.zip"
+ echo "Downloading ${EMDAWN_PKG}"
+ curl -L -o emdawn.zip \
+ "https://github.com/google/dawn/releases/download/${DAWN_TAG}/${EMDAWN_PKG}"
+ unzip emdawn.zip
+
+ - name: Build WASM WebGPU
+ run: |
+ source emsdk/emsdk_env.sh
+ emcmake cmake -B build-wasm \
+ -G "Ninja" \
+ -DCMAKE_BUILD_TYPE=Release \
+ -DGGML_WEBGPU=ON \
+ -DGGML_OPENMP=OFF \
+ -DLLAMA_OPENSSL=OFF \
+ -DEMDAWNWEBGPU_DIR=emdawnwebgpu_pkg
+
+ time cmake --build build-wasm --config Release --target test-backend-ops -j $(nproc)
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: webgpu-ubuntu-24.04-arm-wasm
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/build-webgpu.yml b/.github/workflows/build-webgpu.yml
index bade95c6ab..b357851aa2 100644
--- a/.github/workflows/build-webgpu.yml
+++ b/.github/workflows/build-webgpu.yml
@@ -13,7 +13,9 @@ on:
'**/*.hpp',
'**/*.c',
'**/*.cpp',
- '**/*.wgsl'
+ '**/*.wgsl',
+ '**/*.tmpl',
+ 'ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py'
]
pull_request:
@@ -35,6 +37,29 @@ env:
LLAMA_ARG_LOG_TIMESTAMPS: 1
jobs:
+ format:
+ runs-on: ubuntu-24.04
+
+ steps:
+ - name: Clone
+ uses: actions/checkout@v6
+
+ - name: Install clang-format 22
+ run: |
+ wget -qO- https://apt.llvm.org/llvm-snapshot.gpg.key |
+ sudo tee /etc/apt/trusted.gpg.d/apt.llvm.org.asc > /dev/null
+ sudo add-apt-repository -y \
+ "deb http://apt.llvm.org/noble/ llvm-toolchain-noble-22 main"
+ sudo apt-get update
+ sudo apt-get install -y clang-format-22
+
+ - name: Check formatting
+ run: |
+ find ggml/src/ggml-webgpu \
+ -type f \( -name '*.cpp' -o -name '*.hpp' -o -name '*.h' \) \
+ -print0 |
+ xargs -0 clang-format-22 --dry-run --Werror
+
macos:
runs-on: macos-latest
@@ -76,6 +101,16 @@ jobs:
cd build
ctest -L main --verbose --timeout 900
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: webgpu-macos-latest
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
+
ubuntu:
runs-on: ubuntu-24.04
@@ -129,45 +164,12 @@ jobs:
# test-backend-ops is too slow on llvmpipe, skip it
ctest -L main -E test-backend-ops --verbose --timeout 900
- ubuntu-wasm:
- runs-on: ubuntu-24.04-arm
-
- steps:
- - name: Clone
- id: checkout
- uses: actions/checkout@v6
-
- - name: ccache
- uses: ggml-org/ccache-action@v1.2.21
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
with:
- key: webgpu-ubuntu-24.04-arm-wasm
- evict-old-files: 1d
- save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
-
- - name: Install Emscripten
- run: |
- git clone https://github.com/emscripten-core/emsdk.git
- cd emsdk
- ./emsdk install latest
- ./emsdk activate latest
-
- - name: Fetch emdawnwebgpu
- run: |
- DAWN_TAG="v20260317.182325"
- EMDAWN_PKG="emdawnwebgpu_pkg-${DAWN_TAG}.zip"
- echo "Downloading ${EMDAWN_PKG}"
- curl -L -o emdawn.zip \
- "https://github.com/google/dawn/releases/download/${DAWN_TAG}/${EMDAWN_PKG}"
- unzip emdawn.zip
-
- - name: Build WASM WebGPU
- run: |
- source emsdk/emsdk_env.sh
- emcmake cmake -B build-wasm \
- -G "Ninja" \
- -DCMAKE_BUILD_TYPE=Release \
- -DGGML_WEBGPU=ON \
- -DLLAMA_OPENSSL=OFF \
- -DEMDAWNWEBGPU_DIR=emdawnwebgpu_pkg
-
- time cmake --build build-wasm --config Release --target test-backend-ops -j $(nproc)
+ key: webgpu-ubuntu-24.04
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 8195a55ff2..1de25b522d 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -44,6 +44,7 @@ jobs:
uses: actions/checkout@v6
with:
fetch-depth: 0
+ ssh-key: ${{ secrets.DEPLOY_KEY_RELEASE }}
- name: Determine source tag name
id: srctag
@@ -58,6 +59,13 @@ jobs:
git tag ${{ steps.srctag.outputs.name }} || exit 0
git push origin ${{ steps.srctag.outputs.name }} || exit 0
+ build_ui:
+ name: Build UI
+ needs: create_tag
+ uses: ./.github/workflows/ui-build.yml
+ with:
+ ui_version: ${{ needs.create_tag.outputs.source_tag }}
+
prepare_matrices:
name: Prepare Docker matrices
runs-on: ubuntu-24.04
@@ -79,7 +87,7 @@ jobs:
[
{ "tag": "cpu", "dockerfile": ".devops/cpu.Dockerfile", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04" },
{ "tag": "cpu", "dockerfile": ".devops/cpu.Dockerfile", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-arm" },
- { "tag": "cpu", "dockerfile": ".devops/s390x.Dockerfile", "platforms": "linux/s390x", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-s390x" },
+ { "tag": "cpu", "dockerfile": ".devops/s390x.Dockerfile", "platforms": "linux/s390x", "full": true, "light": true, "server": true, "free_disk_space": false, "runs_on": "ubuntu-24.04-s390x", "prebuilt_ui": true },
{ "tag": "cuda cuda12", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "12.8.1", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" },
{ "tag": "cuda cuda12", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "12.8.1", "platforms": "linux/arm64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04-arm" },
{ "tag": "cuda13", "dockerfile": ".devops/cuda.Dockerfile", "cuda_version": "13.3.0", "platforms": "linux/amd64", "full": true, "light": true, "server": true, "free_disk_space": true, "runs_on": "ubuntu-24.04" },
@@ -135,7 +143,7 @@ jobs:
push_to_registry:
name: Push Docker image to Docker Registry
- needs: [prepare_matrices, create_tag]
+ needs: [prepare_matrices, create_tag, build_ui]
runs-on: ${{ matrix.config.runs_on }}
strategy:
@@ -150,6 +158,13 @@ jobs:
fetch-depth: 0
ref: ${{ needs.create_tag.outputs.source_tag }}
+ - name: Download prebuilt UI
+ if: ${{ matrix.config.prebuilt_ui == true }}
+ uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist
+
- name: Set up QEMU
if: ${{ contains(matrix.config.platforms, 'linux/amd64') }}
uses: docker/setup-qemu-action@ce360397dd3f832beb865e1373c09c0e9f86d70a # v4
@@ -379,6 +394,11 @@ jobs:
name: Create shared tags from digests
needs: [prepare_matrices, push_to_registry, create_tag]
runs-on: ubuntu-24.04
+ permissions:
+ contents: read
+ packages: write
+ id-token: write
+ attestations: write
strategy:
fail-fast: false
matrix:
@@ -413,6 +433,7 @@ jobs:
password: ${{ secrets.GITHUB_TOKEN }}
- name: Create tags from digests
+ id: create_tags
shell: bash
run: |
set -euo pipefail
@@ -424,6 +445,7 @@ jobs:
SRC_TAG="${{ needs.create_tag.outputs.source_tag }}"
BUILD_DATE="${{ steps.build_date.outputs.date }}"
COMMIT_SHA="${{ steps.checkout.outputs.commit }}"
+ echo "image_repo=${IMAGE_REPO}" >> "$GITHUB_OUTPUT"
TAGS="${{ matrix.config.tag }}"
ARCHES="${{ matrix.config.arches }}"
DIGEST_GLOB="/tmp/digests/*.tsv"
@@ -490,6 +512,16 @@ jobs:
echo "Creating ${merged_versioned_tag} from ${refs[*]}"
docker buildx imagetools create "${annotations[@]}" --tag "${merged_versioned_tag}" "${refs[@]}"
+
+ if [[ "$tag_name" == "${TAGS%% *}" ]]; then
+ local digest
+ digest="$(docker buildx imagetools inspect "${merged_versioned_tag}" --format '{{.Manifest.Digest}}')"
+ if [[ ! "$digest" =~ ^sha256:[0-9a-f]{64}$ ]]; then
+ echo "Invalid digest for ${merged_versioned_tag}: ${digest}" >&2
+ exit 1
+ fi
+ echo "${image_type}_digest=${digest}" >> "$GITHUB_OUTPUT"
+ fi
}
for tag in $TAGS; do
@@ -513,3 +545,24 @@ jobs:
done
env:
GITHUB_REPOSITORY_OWNER: '${{ github.repository_owner }}'
+
+ - name: Attest full image
+ if: ${{ matrix.config.full }}
+ uses: actions/attest@v4
+ with:
+ subject-name: ${{ steps.create_tags.outputs.image_repo }}
+ subject-digest: ${{ steps.create_tags.outputs.full_digest }}
+
+ - name: Attest light image
+ if: ${{ matrix.config.light }}
+ uses: actions/attest@v4
+ with:
+ subject-name: ${{ steps.create_tags.outputs.image_repo }}
+ subject-digest: ${{ steps.create_tags.outputs.light_digest }}
+
+ - name: Attest server image
+ if: ${{ matrix.config.server }}
+ uses: actions/attest@v4
+ with:
+ subject-name: ${{ steps.create_tags.outputs.image_repo }}
+ subject-digest: ${{ steps.create_tags.outputs.server_digest }}
diff --git a/.github/workflows/hip-quality-check.yml b/.github/workflows/hip-quality-check.yml
index 14b9f41a6e..ecc4615a1a 100644
--- a/.github/workflows/hip-quality-check.yml
+++ b/.github/workflows/hip-quality-check.yml
@@ -9,6 +9,8 @@ on:
'.github/workflows/hip-quality-check.yml',
'**/*.cu',
'**/*.cuh',
+ 'ggml/src/ggml-hip/CMakeLists.txt',
+ 'ggml/src/ggml-cuda/vendors/hip.h',
'scripts/hip/gcn-cdna-vgpr-check.py'
]
@@ -18,6 +20,8 @@ on:
'.github/workflows/hip-quality-check.yml',
'**/*.cu',
'**/*.cuh',
+ 'ggml/src/ggml-hip/CMakeLists.txt',
+ 'ggml/src/ggml-cuda/vendors/hip.h',
'scripts/hip/gcn-cdna-vgpr-check.py'
]
@@ -80,3 +84,13 @@ jobs:
cd build
make -j $(nproc) 2>&1 | tee metrics.log | grep -v 'Rpass-analysis=kernel-resource-usage\|remark:\|^$'
python3 ../scripts/hip/gcn-cdna-vgpr-check.py metrics.log
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: hip-quality-check-ubuntu-22.04
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/make-release.yml b/.github/workflows/make-release.yml
new file mode 100644
index 0000000000..40fc862870
--- /dev/null
+++ b/.github/workflows/make-release.yml
@@ -0,0 +1,128 @@
+name: Make Release
+
+on:
+ workflow_dispatch:
+ inputs:
+ commit:
+ description: 'Commit SHA to release (empty = branch HEAD)'
+ required: false
+ default: ''
+ type: string
+ dry_run:
+ description: 'Dry run - validate without creating the tag'
+ required: true
+ type: boolean
+ default: true
+
+env:
+ GH_TOKEN: ${{ github.token }}
+
+permissions:
+ contents: write
+
+jobs:
+ make-release:
+ runs-on: ubuntu-latest
+
+ steps:
+ - name: Checkout
+ uses: actions/checkout@v6
+ with:
+ ssh-key: ${{ secrets.DEPLOY_KEY_RELEASE }}
+ ref: ${{ inputs.commit != '' && inputs.commit || github.ref_name }}
+ fetch-depth: 0
+
+ - name: Run release checks
+ id: checks
+ run: bash scripts/make-release-checks.sh ${{ github.event.inputs.dry_run == 'true' && '--dry-run' || '' }}
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+ RELEASE_BRANCH: ${{ github.ref_name }}
+
+ - name: Create release tag
+ if: ${{ github.event.inputs.dry_run == 'false' }}
+ run: |
+ VERSION="${{ steps.checks.outputs.version }}"
+ git config user.name "github-actions[bot]"
+ git config user.email "github-actions[bot]@users.noreply.github.com"
+ git tag -a "${VERSION}" -m "Release ${VERSION}"
+ git push origin "${VERSION}"
+ echo "Created and pushed tag ${VERSION}"
+
+ - name: Generate release description
+ id: desc
+ run: bash scripts/make-release-desc.sh "${{ steps.checks.outputs.version }}"
+ env:
+ GITHUB_REPOSITORY: ${{ github.repository }}
+
+ - name: Create nightly-tag.txt
+ id: nightly_tag_file
+ run: |
+ NIGHTLY_TAG="${{ steps.desc.outputs.nightly_tag }}"
+ if [[ -z "${NIGHTLY_TAG}" ]]; then
+ echo "Warning: no nightly tag found for the release commit - nightly-tag.txt will not be created"
+ echo "create=false" >> "$GITHUB_OUTPUT"
+ exit 0
+ fi
+ echo "${NIGHTLY_TAG}" > nightly-tag.txt
+ echo "create=true" >> "$GITHUB_OUTPUT"
+ echo "nightly-tag.txt:"
+ cat nightly-tag.txt
+
+ - name: Create release
+ id: create_release
+ if: ${{ github.event.inputs.dry_run == 'false' }}
+ uses: ggml-org/action-create-release@v1
+ env:
+ GITHUB_TOKEN: ${{ github.token }}
+ with:
+ tag_name: ${{ steps.checks.outputs.version }}
+ prerelease: false
+ # TODO: enrich the body of the release with more information
+ body: |
+ ## Overview
+
+ New version has been released.
+
+ ## Assets
+
+ ${{ steps.desc.outputs.nightly }}
+
+ ## More info
+
+ - [Releases and versioning of `ggml-org` projects](https://github.com/ggml-org/ggml/discussions/1579)
+
+ ## ${{ steps.desc.outputs.changelog_title }}
+
+ ${{ steps.desc.outputs.changelog }}
+
+ - name: Upload nightly-tag.txt
+ if: ${{ github.event.inputs.dry_run == 'false' && steps.nightly_tag_file.outputs.create == 'true' }}
+ uses: actions/github-script@v8
+ with:
+ github-token: ${{secrets.GITHUB_TOKEN}}
+ script: |
+ const fs = require('fs');
+ const release_id = '${{ steps.create_release.outputs.id }}';
+ console.log('uploadReleaseAsset', 'nightly-tag.txt');
+ await github.rest.repos.uploadReleaseAsset({
+ owner: context.repo.owner,
+ repo: context.repo.repo,
+ release_id: release_id,
+ name: 'nightly-tag.txt',
+ data: await fs.readFileSync('./nightly-tag.txt')
+ });
+
+ - name: Dry run summary
+ if: ${{ github.event.inputs.dry_run == 'true' }}
+ run: |
+ if [[ "${{ steps.checks.outputs.checks_passed }}" == "true" ]]; then
+ echo "Dry run complete - all checks passed."
+ echo "Would have created tag: ${{ steps.checks.outputs.version }}"
+ if [[ -n "${{ steps.desc.outputs.nightly_tag }}" ]]; then
+ echo "Would have uploaded nightly-tag.txt: ${{ steps.desc.outputs.nightly_tag }}"
+ fi
+ else
+ echo "::error::Dry run found release check failures. A release tag would not be created."
+ exit 1
+ fi
diff --git a/.github/workflows/pr-draft-label.yml b/.github/workflows/pr-draft-label.yml
new file mode 100644
index 0000000000..d2594c823d
--- /dev/null
+++ b/.github/workflows/pr-draft-label.yml
@@ -0,0 +1,23 @@
+name: Convert PR to draft
+
+on:
+ pull_request_target:
+ types: [labeled]
+
+permissions:
+ pull-requests: write
+ issues: write
+ contents: write # required for "gh pr ready" command, see https://github.com/cli/cli/issues/8910
+
+jobs:
+ convert-to-draft:
+ if: github.event.label.name == 'draft' && github.event.pull_request.draft == false
+ runs-on: ubuntu-slim
+ steps:
+ - name: Convert PR to draft
+ env:
+ GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ PR_URL: ${{ github.event.pull_request.html_url }}
+ run: |
+ gh pr ready --undo "$PR_URL"
+ gh pr edit "$PR_URL" --remove-label draft
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3559f82e3b..ee1b6e8a50 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -46,11 +46,13 @@ jobs:
steps:
- id: check
+ env:
+ COMMIT_MESSAGE: ${{ github.event.head_commit.message }}
run: |
if [[ "${{ github.event_name }}" == "workflow_dispatch" ]]; then
echo "should_release=true" >> $GITHUB_OUTPUT
elif [[ "${{ github.event_name }}" == "push" && "${{ github.ref }}" == "refs/heads/master" ]]; then
- if echo "${{ github.event.head_commit.message }}" | grep -q '\[no release\]'; then
+ if echo "$COMMIT_MESSAGE" | grep -q '\[no release\]'; then
echo "should_release=false" >> $GITHUB_OUTPUT
else
echo "should_release=true" >> $GITHUB_OUTPUT
@@ -60,7 +62,7 @@ jobs:
fi
macos-cpu:
- needs: [check-release]
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
strategy:
matrix:
@@ -68,13 +70,13 @@ jobs:
- build: 'arm64'
arch: 'arm64'
os: macos-26
- defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON"
+ defines: "-DGGML_METAL_EMBED_LIBRARY=ON -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3"
# TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23780)
# in order to enable it again, we have to provision dedicated runners to run it
#- build: 'arm64-kleidiai'
# arch: 'arm64'
# os: macos-14
- # defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON -DGGML_CPU_KLEIDIAI=ON"
+ # defines: "-DGGML_METAL_EMBED_LIBRARY=ON -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 -DGGML_CPU_KLEIDIAI=ON"
- build: 'x64'
arch: 'x64'
os: macos-15-intel
@@ -94,12 +96,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
@@ -119,11 +120,6 @@ jobs:
${{ env.CMAKE_ARGS }}
cmake --build build --config Release -j $(sysctl -n hw.logicalcpu)
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-${{ matrix.os }}-${{ matrix.arch }}
-
- name: Determine tag name
id: tag
uses: ./.github/actions/get-tag-name
@@ -140,8 +136,13 @@ jobs:
path: llama-${{ steps.tag.outputs.name }}-bin-macos-${{ matrix.build }}.tar.gz
name: llama-bin-macos-${{ matrix.build }}.tar.gz
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-${{ matrix.os }}-${{ matrix.arch }}
+
ubuntu-cpu:
- needs: [check-release]
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
strategy:
matrix:
@@ -165,12 +166,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: Dependencies
id: depends
@@ -204,12 +204,6 @@ jobs:
${{ env.CMAKE_ARGS }}
cmake --build build --config Release -j $(nproc)
- - name: ccache-clear
- if: ${{ matrix.build != 's390x' }}
- uses: ./.github/actions/ccache-clear
- with:
- key: release-${{ matrix.os }}-cpu
-
- name: Determine tag name
id: tag
uses: ./.github/actions/get-tag-name
@@ -226,8 +220,14 @@ jobs:
path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz
name: llama-bin-ubuntu-${{ matrix.build }}.tar.gz
+ - name: ccache-clear
+ if: ${{ matrix.build != 's390x' }}
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-${{ matrix.os }}-cpu
+
ubuntu-vulkan:
- needs: [check-release]
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
strategy:
@@ -250,12 +250,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: Dependencies
id: depends
@@ -290,11 +289,6 @@ jobs:
${{ env.CMAKE_ARGS }}
cmake --build build --config Release -j $(nproc)
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-${{ matrix.os }}-vulkan
-
- name: Determine tag name
id: tag
uses: ./.github/actions/get-tag-name
@@ -311,8 +305,13 @@ jobs:
path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz
name: llama-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-${{ matrix.os }}-vulkan
+
android-arm64:
- needs: [check-release]
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
runs-on: ubuntu-latest
@@ -330,12 +329,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: Set up JDK
uses: actions/setup-java@v5
@@ -404,7 +402,7 @@ jobs:
name: llama-bin-android-arm64.tar.gz
ubuntu-24-openvino:
- needs: [check-release]
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
runs-on: ubuntu-24.04
@@ -416,9 +414,9 @@ jobs:
openvino_version: ${{ steps.openvino_version.outputs.value }}
env:
- # Sync versions in build.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
- OPENVINO_VERSION_MAJOR: "2026.0"
- OPENVINO_VERSION_FULL: "2026.0.0.20965.c6d6a13a886"
+ # Sync versions in build-openvino.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
steps:
- name: Set OpenVINO version output
@@ -431,12 +429,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
@@ -476,13 +473,11 @@ jobs:
source ./openvino_toolkit/setupvars.sh
cmake -B build/ReleaseOV -G Ninja \
-DCMAKE_BUILD_TYPE=Release \
- -DGGML_OPENVINO=ON
- cmake --build build/ReleaseOV --config Release -j $(nproc)
-
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-ubuntu-24.04-openvino-release-no-preset-v1
+ -DGGML_OPENVINO=ON \
+ -DCMAKE_INSTALL_RPATH='$ORIGIN' \
+ -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \
+ ${{ env.CMAKE_ARGS }}
+ cmake --build build/ReleaseOV --config Release --parallel
- name: Determine tag name
id: tag
@@ -491,8 +486,26 @@ jobs:
- name: Pack artifacts
id: pack_artifacts
run: |
- cp LICENSE ./build/ReleaseOV/bin/
- tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz --transform "s,^\.,llama-${{ steps.tag.outputs.name }}," -C ./build/ReleaseOV/bin .
+ dest=./build/ReleaseOV/bin
+ OPENVINO_ROOT=./openvino_toolkit
+ ov_lib="$OPENVINO_ROOT/runtime/lib/intel64"
+
+ # Bundle OpenVINO runtime libs + TBB. Binaries built with RPATH=$ORIGIN
+ # load these siblings without setupvars.sh / LD_LIBRARY_PATH.
+ cp -P "$ov_lib"/libopenvino.so* \
+ "$ov_lib"/libopenvino_c.so* \
+ "$ov_lib"/libopenvino_*_plugin.so \
+ "$ov_lib"/libopenvino_intel_npu_compiler*.so \
+ "$OPENVINO_ROOT"/runtime/3rdparty/tbb/lib/*.so* \
+ "$dest"
+ cp -P /usr/lib/x86_64-linux-gnu/libOpenCL.so.1* "$dest" 2>/dev/null || true
+ cp "$ov_lib"/cache.json "$dest" 2>/dev/null || true
+
+ # OpenVINO licensing
+ cp -r "$OPENVINO_ROOT"/docs/licensing "$dest"/openvino-licensing
+
+ cp LICENSE "$dest"
+ tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz --transform "s,^\.,llama-${{ steps.tag.outputs.name }}," -C "$dest" .
- name: Upload artifacts
uses: actions/upload-artifact@v6
@@ -500,11 +513,145 @@ jobs:
path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz
name: llama-bin-ubuntu-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.tar.gz
- windows-cpu:
- needs: [check-release]
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-ubuntu-24.04-openvino-release-no-preset-v1
+
+ windows-openvino:
+ needs: [check-release, ui-build]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
- runs-on: windows-2025
+ runs-on: windows-2022
+
+ outputs:
+ openvino_version: ${{ steps.openvino_version.outputs.value }}
+
+ env:
+ # Sync versions in build-openvino.yml, build-self-hosted.yml, release.yml, build-cache.yml, .devops/openvino.Dockerfile
+ OPENVINO_VERSION_MAJOR: "2026.3"
+ OPENVINO_VERSION_FULL: "2026.3.0.22451.bd8d6542e3c"
+
+ steps:
+ - name: Set OpenVINO version output
+ id: openvino_version
+ shell: bash
+ run: echo "value=${{ env.OPENVINO_VERSION_MAJOR }}" >> $GITHUB_OUTPUT
+
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+ with:
+ fetch-depth: 0
+
+ - name: Download UI build
+ uses: actions/download-artifact@v7
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: release-windows-2022-openvino
+ variant: ccache
+ evict-old-files: 1d
+
+ - name: Setup Cache
+ uses: actions/cache@v5
+ id: cache-openvino
+ with:
+ path: ./openvino_toolkit
+ key: cache-gha-openvino-toolkit-v${{ env.OPENVINO_VERSION_FULL }}-${{ runner.os }}
+
+ - name: Setup OpenVINO Toolkit
+ if: steps.cache-openvino.outputs.cache-hit != 'true'
+ uses: ./.github/actions/windows-setup-openvino
+ with:
+ path: ./openvino_toolkit
+ version_major: ${{ env.OPENVINO_VERSION_MAJOR }}
+ version_full: ${{ env.OPENVINO_VERSION_FULL }}
+
+ - name: Install OpenCL using vcpkg
+ shell: powershell
+ run: |
+ git clone https://github.com/microsoft/vcpkg C:\vcpkg
+ C:\vcpkg\bootstrap-vcpkg.bat
+ C:\vcpkg\vcpkg install opencl
+
+ - name: Build
+ id: cmake_build
+ shell: cmd
+ run: |
+ REM Find extracted OpenVINO folder dynamically
+ for /d %%i in (openvino_toolkit\*) do set OPENVINO_ROOT=%%i
+
+ if not exist "%OPENVINO_ROOT%\runtime\cmake\OpenVINOConfig.cmake" (
+ echo ERROR: OpenVINOConfig.cmake not found
+ exit /b 1
+ )
+
+ call "%OPENVINO_ROOT%\setupvars.bat"
+
+ cmake -B build\ReleaseOV -G "Visual Studio 17 2022" ^
+ -A x64 ^
+ -DCMAKE_BUILD_TYPE=Release ^
+ -DGGML_OPENVINO=ON ^
+ -DLLAMA_BUILD_BORINGSSL=ON ^
+ -DCMAKE_TOOLCHAIN_FILE=C:\vcpkg\scripts\buildsystems\vcpkg.cmake ^
+ ${{ env.CMAKE_ARGS }}
+
+ cmake --build build\ReleaseOV --config Release -- /m
+
+ - name: Determine tag name
+ id: tag
+ uses: ./.github/actions/get-tag-name
+
+ - name: Pack artifacts
+ id: pack_artifacts
+ shell: powershell
+ run: |
+ # Locate the extracted OpenVINO toolkit root (same pattern as the Build step).
+ $OPENVINO_ROOT = (Get-ChildItem -Directory openvino_toolkit | Select-Object -First 1).FullName
+ if (-not $OPENVINO_ROOT) {
+ Write-Error "OpenVINO toolkit folder not found under .\openvino_toolkit"
+ exit 1
+ }
+
+ $dest = ".\build\ReleaseOV\bin\Release"
+
+ $ovBin = Join-Path $OPENVINO_ROOT 'runtime\bin\intel64\Release'
+ Copy-Item -Path (Join-Path $ovBin '*.dll') -Destination $dest -Force
+ Copy-Item -Path (Join-Path $ovBin 'cache.json') -Destination $dest -Force
+
+ $tbbBin = Join-Path $OPENVINO_ROOT 'runtime\3rdparty\tbb\bin'
+ Copy-Item -Path (Join-Path $tbbBin 'tbb*.dll') -Destination $dest -Force
+
+ # OpenVINO licensing
+ $licensingDest = Join-Path $dest 'openvino-licensing'
+ New-Item -ItemType Directory -Force -Path $licensingDest | Out-Null
+ Copy-Item -Path (Join-Path $OPENVINO_ROOT 'docs\licensing\*') -Destination $licensingDest -Recurse -Force
+
+ Copy-Item LICENSE $dest
+ 7z a -snl llama-${{ steps.tag.outputs.name }}-bin-win-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.zip $dest\*
+
+ - name: Upload artifacts
+ uses: actions/upload-artifact@v6
+ with:
+ path: llama-${{ steps.tag.outputs.name }}-bin-win-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.zip
+ name: llama-bin-win-openvino-${{ env.OPENVINO_VERSION_MAJOR }}-x64.zip
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-windows-2022-openvino
+
+ windows-cpu:
+ name: windows-cpu / ${{ matrix.arch }}
+ needs: [check-release, ui-build]
+ if: ${{ needs.check-release.outputs.should_release == 'true' }}
+
+ runs-on: windows-2025-vs2026
permissions:
actions: write
@@ -521,12 +668,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: Install Ninja
run: |
@@ -535,12 +681,12 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
- key: release-windows-2025-${{ matrix.arch }}-cpu
+ key: release-windows-2025-vs2026-${{ matrix.arch }}-cpu
- name: Build
shell: cmd
run: |
- call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }}
+ call "C:\Program Files\Microsoft Visual Studio\18\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }}
cmake -S . -B build -G "Ninja Multi-Config" ^
-D CMAKE_TOOLCHAIN_FILE=cmake/${{ matrix.arch }}-windows-llvm.cmake ^
-DLLAMA_BUILD_BORINGSSL=ON ^
@@ -548,18 +694,13 @@ jobs:
-DGGML_BACKEND_DL=ON ^
-DGGML_CPU_ALL_VARIANTS=${{ matrix.arch == 'x64' && 'ON' || 'OFF' }} ^
-DGGML_OPENMP=ON ^
+ -DGGML_OPENMP_FETCH=ON ^
${{ env.CMAKE_ARGS }}
cmake --build build --config Release
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-windows-2025-${{ matrix.arch }}-cpu
-
- name: Pack artifacts
id: pack_artifacts
run: |
- Copy-Item "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Redist\MSVC\14.44.35112\debug_nonredist\${{ matrix.arch }}\Microsoft.VC143.OpenMP.LLVM\libomp140.${{ matrix.arch == 'x64' && 'x86_64' || 'aarch64' }}.dll" .\build\bin\Release\
7z a -snl llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\*
- name: Upload artifacts
@@ -568,6 +709,151 @@ jobs:
path: llama-bin-win-cpu-${{ matrix.arch }}.zip
name: llama-bin-win-cpu-${{ matrix.arch }}.zip
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-windows-2025-vs2026-${{ matrix.arch }}-cpu
+
+ # TODO: build only the ggml-hip backend like the other windows backend jobs
+ # (windows-cuda, windows-sycl), then drop the ui-build dependency
+ windows-rocm:
+ needs: [check-release, ui-build]
+ if: ${{ needs.check-release.outputs.should_release == 'true' }}
+
+ runs-on: windows-2022
+
+ strategy:
+ matrix:
+ include:
+ - ROCM_VERSION: "7.14.0"
+ gpu_targets: "gfx1010;gfx1011;gfx1012;gfx1030;gfx1031;gfx1032;gfx1033;gfx1034;gfx1035;gfx1036;gfx1100;gfx1101;gfx1102;gfx1103;gfx1150;gfx1151;gfx1152;gfx1153;gfx1200;gfx1201"
+ build: x64
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+ with:
+ fetch-depth: 0
+
+ - name: Download UI build
+ uses: actions/download-artifact@v7
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: windows-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
+ evict-old-files: 1d
+ max-size: "1G"
+
+ # - name: Cache ROCm Installation
+ # id: cache-rocm
+ # uses: actions/cache@v5
+ # with:
+ # path: C:\TheRock\build
+ # key: rocm-wheels-${{ matrix.ROCM_VERSION }}-multi-arch-${{ runner.os }}
+
+ - name: Setup ROCm
+ # if: steps.cache-rocm.outputs.cache-hit != 'true'
+ uses: ./.github/actions/windows-setup-rocm
+ with:
+ version: ${{ matrix.ROCM_VERSION }}
+
+ - name: Setup ROCm Environment
+ run: |
+ $ErrorActionPreference = "Stop"
+
+ # Activate venv from cache or fresh install
+ & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+ # Expand the devel tree (idempotent; no-op if already done during install)
+ rocm-sdk init
+ if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+
+ # Get ROCm installation paths using the rocm-sdk CLI tool
+ $rocmPath = (rocm-sdk path --root)
+ if (-not $rocmPath) { throw "rocm-sdk path --root returned empty - devel package may not be installed" }
+ $rocmPath = $rocmPath.Trim()
+ $cmakePath = (rocm-sdk path --cmake).Trim()
+ $binPath = (rocm-sdk path --bin).Trim()
+ write-host "ROCm root: $rocmPath"
+ write-host "CMake path: $cmakePath"
+ write-host "Bin path: $binPath"
+
+ echo "HIP_PATH=$rocmPath" >> $env:GITHUB_ENV
+ echo "CMAKE_PREFIX_PATH=$cmakePath" >> $env:GITHUB_ENV
+ echo "HIP_DEVICE_LIB_PATH=$rocmPath\lib\llvm\amdgcn\bitcode" >> $env:GITHUB_ENV
+ echo "HIP_PLATFORM=amd" >> $env:GITHUB_ENV
+ echo "LLVM_PATH=$rocmPath\lib\llvm" >> $env:GITHUB_ENV
+ echo "$binPath" >> $env:GITHUB_PATH
+
+ # Keep venv in PATH for subsequent steps
+ echo "C:\TheRock\build\.venv\Scripts" >> $env:GITHUB_PATH
+
+ - name: Build
+ run: |
+ mkdir build
+ cd build
+ cmake .. `
+ -G "Unix Makefiles" `
+ -DCMAKE_PREFIX_PATH="${env:HIP_PATH}" `
+ -DCMAKE_BUILD_TYPE=Release `
+ -DGGML_BACKEND_DL=ON `
+ -DGGML_NATIVE=OFF `
+ -DGGML_CPU=ON `
+ -DGGML_CPU_ALL_VARIANTS=ON `
+ -DGGML_HIP=ON `
+ -DCMAKE_C_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+ -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang++.exe" `
+ -DCMAKE_C_FLAGS="-Wno-error=incompatible-pointer-types" `
+ -DCMAKE_HIP_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+ -DHIP_PATH="${env:HIP_PATH}" `
+ -DGGML_HIP_ROCWMMA_FATTN=ON `
+ -DAMDGPU_TARGETS="${{ matrix.gpu_targets }}"
+ cmake --build . --config Release --parallel ${env:NUMBER_OF_PROCESSORS}
+
+ - name: Verify HIP backend was built
+ run: |
+ $hipDll = Get-ChildItem -Path build\bin -Filter "ggml-hip*.dll" -ErrorAction SilentlyContinue
+ if (-not $hipDll) {
+ Write-Host "##[error]ggml-hip*.dll was NOT produced. The HIP backend silently failed to build."
+ Write-Host "Contents of build\bin:"
+ Get-ChildItem build\bin | Format-Table -AutoSize
+ exit 1
+ }
+ Write-Host "HIP backend artifact found:"
+ $hipDll | Format-Table FullName, Length -AutoSize
+
+ - name: Determine tag name
+ id: tag
+ uses: ./.github/actions/get-tag-name
+
+ - name: Get ROCm short version
+ run: |
+ $rocmVersionShort = ('${{ matrix.ROCM_VERSION }}'.Split('.')[0..1] -join '.')
+ echo "ROCM_VERSION_SHORT=$rocmVersionShort" >> $env:GITHUB_ENV
+
+ - name: Pack artifacts
+ run: |
+ cp "LICENSE" "build\bin\"
+ 7z a -snl llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip .\build\bin\*
+
+ - name: Upload artifacts
+ uses: actions/upload-artifact@v6
+ with:
+ path: llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip
+ name: llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: windows-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
+
+ # note: builds only the backend library - llama-server (with the embedded UI)
+ # is injected from the windows-cpu zip during the release "Merge artifacts" step
windows:
needs: [check-release]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
@@ -579,7 +865,7 @@ jobs:
env:
OPENBLAS_VERSION: 0.3.23
- VULKAN_VERSION: 1.4.313.2
+ VULKAN_VERSION: 1.4.357.0
strategy:
matrix:
@@ -598,13 +884,6 @@ jobs:
id: checkout
uses: actions/checkout@v6
- - name: Setup Node.js
- uses: actions/setup-node@v6
- with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
-
- name: Install Vulkan SDK
id: get_vulkan
if: ${{ matrix.backend == 'vulkan' }}
@@ -667,7 +946,10 @@ jobs:
path: llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip
name: llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip
+ # note: builds only the ggml-cuda backend - llama-server is injected from the
+ # windows-cpu zip during the release "Merge artifacts" step
windows-cuda:
+ name: windows-cuda (${{ matrix.cuda }}, ${{ matrix.arch }})
needs: [check-release]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
@@ -678,24 +960,27 @@ jobs:
strategy:
matrix:
- cuda: ['12.4', '13.3']
+ include:
+ - cuda: '12.4'
+ arch: x64
+ defines: '-DGGML_CUDA_CUB_3DOT2=ON'
+ - cuda: '13.3'
+ arch: x64
+ defines: ''
+ - cuda: '13.4'
+ arch: arm64
+ defines: '-DCMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-msvc-cuda.cmake'
steps:
- name: Clone
id: checkout
uses: actions/checkout@v6
- - name: Setup Node.js
- uses: actions/setup-node@v6
- with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
-
- name: Install Cuda Toolkit
uses: ./.github/actions/windows-setup-cuda
with:
cuda_version: ${{ matrix.cuda }}
+ cuda_arch: ${{ matrix.arch }}
- name: Install Ninja
id: install_ninja
@@ -705,265 +990,265 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
- key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
+ key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
- name: Build
id: cmake_build
shell: cmd
# TODO: Remove GGML_CUDA_CUB_3DOT2 flag once CCCL 3.2 is bundled within CTK and that CTK version is used in this project
run: |
- call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" x64
+ call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }}
cmake -S . -B build -G "Ninja Multi-Config" ^
-DGGML_BACKEND_DL=ON ^
-DGGML_NATIVE=OFF ^
-DGGML_CPU=OFF ^
-DGGML_CUDA=ON ^
- -DLLAMA_BUILD_BORINGSSL=ON ^
- -DGGML_CUDA_CUB_3DOT2=ON
+ -DLLAMA_BUILD_BORINGSSL=ON ${{ matrix.defines }}
set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1
cmake --build build --config Release -j %NINJA_JOBS% --target ggml-cuda
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
-
- name: Pack artifacts
id: pack_artifacts
run: |
- 7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll
+ 7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip .\build\bin\Release\ggml-cuda.dll
- name: Upload artifacts
uses: actions/upload-artifact@v6
with:
- path: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
- name: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
+ path: llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
+ name: llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
- - name: Copy and pack Cuda runtime
+ - name: Copy and pack Cuda runtime (x64)
+ if: ${{ matrix.arch == 'x64' }}
run: |
echo "Cuda install location: ${{ env.CUDA_PATH }}"
$dst='.\build\bin\cudart\'
robocopy "${{env.CUDA_PATH}}\bin" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
robocopy "${{env.CUDA_PATH}}\lib" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
robocopy "${{env.CUDA_PATH}}\bin\x64" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
- 7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip $dst\*
+ 7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip $dst\*
+
+ - name: Copy and pack Cuda runtime (ARM64)
+ if: ${{ matrix.arch == 'arm64' }}
+ run: |
+ echo "Cuda install location: ${{ env.CUDA_PATH }}"
+ $dst='.\build\bin\cudart\'
+ robocopy "${{env.CUDA_PATH}}\bin\arm64" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
+ 7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip $dst\*
- name: Upload Cuda runtime
uses: actions/upload-artifact@v6
with:
- path: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
- name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
+ path: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
+ name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
-# TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23705)
-# in order to enable it again, we have to provision dedicated runners to run it
-# windows-sycl:
-#
-# runs-on: windows-2022
-#
-# defaults:
-# run:
-# shell: bash
-#
-# env:
-# WINDOWS_BASEKIT_URL: https://registrationcenter-download.intel.com/akdlm/IRC_NAS/b60765d1-2b85-4e85-86b6-cb0e9563a699/intel-deep-learning-essentials-2025.3.3.18_offline.exe
-# WINDOWS_DPCPP_MKL: intel.oneapi.win.cpp-dpcpp-common:intel.oneapi.win.mkl.devel:intel.oneapi.win.dnnl:intel.oneapi.win.tbb.devel
-# LEVEL_ZERO_SDK_URL: https://github.com/oneapi-src/level-zero/releases/download/v1.28.2/level-zero-win-sdk-1.28.2.zip
-# ONEAPI_ROOT: "C:/Program Files (x86)/Intel/oneAPI"
-# ONEAPI_INSTALLER_VERSION: "2025.3.3"
-#
-# steps:
-# - name: Clone
-# id: checkout
-# uses: actions/checkout@v6
-#
-# - name: Use oneAPI Installation Cache
-# uses: actions/cache@v5
-# id: cache-sycl
-# with:
-# path: ${{ env.ONEAPI_ROOT }}
-# key: cache-gha-oneAPI-${{ env.ONEAPI_INSTALLER_VERSION }}-${{ runner.os }}
-#
-# - name: Download & Install oneAPI
-# shell: bash
-# if: steps.cache-sycl.outputs.cache-hit != 'true'
-# run: |
-# scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL
-#
-# - name: Install Level Zero SDK
-# shell: pwsh
-# run: |
-# Invoke-WebRequest -Uri "${{ env.LEVEL_ZERO_SDK_URL }}" -OutFile "level-zero-win-sdk.zip"
-# Expand-Archive -Path "level-zero-win-sdk.zip" -DestinationPath "C:/level-zero-sdk" -Force
-# "LEVEL_ZERO_V1_SDK_PATH=C:/level-zero-sdk" | Out-File -FilePath $env:GITHUB_ENV -Append
-#
-# - name: Setup Node.js
-# uses: actions/setup-node@v6
-# with:
-# node-version: "24"
-# cache: "npm"
-# cache-dependency-path: "tools/ui/package-lock.json"
-#
-# - name: ccache
-# uses: ggml-org/ccache-action@v1.2.21
-# with:
-# key: release-windows-2022-x64-sycl
-#
-# - name: Build
-# id: cmake_build
-# shell: cmd
-# run: |
-# call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force
-# cmake -G "Ninja" -B build ^
-# -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx ^
-# -DCMAKE_BUILD_TYPE=Release ^
-# -DGGML_BACKEND_DL=ON -DBUILD_SHARED_LIBS=ON ^
-# -DGGML_CPU=OFF -DGGML_SYCL=ON ^
-# -DLLAMA_BUILD_BORINGSSL=ON
-# cmake --build build --target ggml-sycl -j
-#
-# - name: Build the release package
-# id: pack_artifacts
-# run: |
-# echo "cp oneAPI running time dll files in ${{ env.ONEAPI_ROOT }} to ./build/bin"
-#
-# cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_sycl_blas.5.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_core.2.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_tbb_thread.2.dll" ./build/bin
-#
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero_v2.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_opencl.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_loader.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_win_proxy_loader.dll" ./build/bin
-# ZE_LOADER_DLL=$(find "${{ env.ONEAPI_ROOT }}" "$LEVEL_ZERO_V1_SDK_PATH" -iname ze_loader.dll -print -quit 2>/dev/null || true)
-# if [ -n "$ZE_LOADER_DLL" ]; then
-# echo "Using Level Zero loader: $ZE_LOADER_DLL"
-# cp "$ZE_LOADER_DLL" ./build/bin
-# else
-# echo "Level Zero loader DLL not found in oneAPI or SDK; relying on system driver/runtime"
-# fi
-#
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl8.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/svml_dispmd.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libmmd.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libiomp5md.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl-ls.exe" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-fallback-bfloat16.spv" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-native-bfloat16.spv" ./build/bin
-#
-# cp "${{ env.ONEAPI_ROOT }}/dnnl/latest/bin/dnnl.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/tbb/latest/bin/tbb12.dll" ./build/bin
-#
-# cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/tcm.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/libhwloc-15.dll" ./build/bin
-# cp "${{ env.ONEAPI_ROOT }}/umf/latest/bin/umf.dll" ./build/bin
-#
-# echo "cp oneAPI running time dll files to ./build/bin done"
-# 7z a -snl llama-bin-win-sycl-x64.zip ./build/bin/*
-#
-# - name: Upload the release package
-# uses: actions/upload-artifact@v6
-# with:
-# path: llama-bin-win-sycl-x64.zip
-# name: llama-bin-win-sycl-x64.zip
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
-# TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23705)
-# in order to enable it again, we have to provision dedicated runners to run it
-# ubuntu-24-sycl:
-#
-# strategy:
-# matrix:
-# build: [fp32]
-# include:
-# - build: fp32
-# fp16: OFF
-#
-# runs-on: ubuntu-24.04
-#
-# env:
-# ONEAPI_ROOT: /opt/intel/oneapi/
-# ONEAPI_INSTALLER_VERSION: "2025.3.3"
-# LEVEL_ZERO_VERSION: "1.28.2"
-# LEVEL_ZERO_UBUNTU_VERSION: "u24.04"
-#
-# steps:
-# - name: Clone
-# id: checkout
-# uses: actions/checkout@v6
-# with:
-# fetch-depth: 0
-#
-# - name: Use oneAPI Installation Cache
-# uses: actions/cache@v5
-# id: cache-sycl
-# with:
-# path: ${{ env.ONEAPI_ROOT }}
-# key: cache-gha-oneAPI-${{ env.ONEAPI_INSTALLER_VERSION }}-${{ runner.os }}
-#
-# - name: Download & Install oneAPI
-# shell: bash
-# if: steps.cache-sycl.outputs.cache-hit != 'true'
-# run: |
-# cd /tmp
-# wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/56f7923a-adb8-43f3-8b02-2b60fcac8cab/intel-deep-learning-essentials-2025.3.3.16_offline.sh -O intel-deep-learning-essentials_offline.sh
-# sudo bash intel-deep-learning-essentials_offline.sh -s -a --silent --eula accept
-#
-# - name: Install Level Zero SDK
-# shell: bash
-# run: |
-# cd /tmp
-# wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero.deb
-# wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero-devel_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero-devel.deb
-# sudo apt-get install -y ./level-zero.deb ./level-zero-devel.deb
-#
-# - name: Setup Node.js
-# uses: actions/setup-node@v6
-# with:
-# node-version: "24"
-# cache: "npm"
-# cache-dependency-path: "tools/ui/package-lock.json"
-#
-# - name: ccache
-# uses: ggml-org/ccache-action@v1.2.21
-# with:
-# key: release-ubuntu-24.04-sycl
-#
-# - name: Build
-# id: cmake_build
-# run: |
-# source /opt/intel/oneapi/setvars.sh
-# cmake -B build \
-# -G "Ninja" \
-# -DCMAKE_BUILD_TYPE=Release \
-# -DGGML_SYCL=ON \
-# -DCMAKE_C_COMPILER=icx \
-# -DCMAKE_CXX_COMPILER=icpx \
-# -DLLAMA_OPENSSL=OFF \
-# -DGGML_NATIVE=OFF \
-# -DGGML_SYCL_F16=${{ matrix.fp16 }}
-# time cmake --build build --config Release -j $(nproc)
-#
-# - name: Determine tag name
-# id: tag
-# uses: ./.github/actions/get-tag-name
-#
-# - name: Pack artifacts
-# id: pack_artifacts
-# run: |
-# cp LICENSE ./build/bin/
-# tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz --transform "s,^\.,llama-${{ steps.tag.outputs.name }}," -C ./build/bin .
-#
-# - name: Upload artifacts
-# uses: actions/upload-artifact@v6
-# with:
-# path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz
-# name: llama-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz
-
- ubuntu-22-rocm:
+ # note: builds only the ggml-sycl backend - llama-server is injected from the
+ # windows-cpu zip during the release "Merge artifacts" step
+ windows-sycl:
needs: [check-release]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
- runs-on: ubuntu-22.04
+ runs-on: windows-2022
+
+ defaults:
+ run:
+ shell: bash
+
+ env:
+ WINDOWS_BASEKIT_URL: https://registrationcenter-download.intel.com/akdlm/IRC_NAS/b60765d1-2b85-4e85-86b6-cb0e9563a699/intel-deep-learning-essentials-2025.3.3.18_offline.exe
+ WINDOWS_DPCPP_MKL: intel.oneapi.win.cpp-dpcpp-common:intel.oneapi.win.mkl.devel:intel.oneapi.win.dnnl:intel.oneapi.win.tbb.devel
+ LEVEL_ZERO_SDK_URL: https://github.com/oneapi-src/level-zero/releases/download/v1.28.2/level-zero-win-sdk-1.28.2.zip
+ ONEAPI_ROOT: "C:/Program Files (x86)/Intel/oneAPI"
+ ONEAPI_INSTALLER_VERSION: "2025.3.3"
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+
+ - name: Download & Install oneAPI
+ shell: bash
+ run: |
+ scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL
+
+ - name: Install Level Zero SDK
+ shell: pwsh
+ run: |
+ Invoke-WebRequest -Uri "${{ env.LEVEL_ZERO_SDK_URL }}" -OutFile "level-zero-win-sdk.zip"
+ Expand-Archive -Path "level-zero-win-sdk.zip" -DestinationPath "C:/level-zero-sdk" -Force
+ "LEVEL_ZERO_V1_SDK_PATH=C:/level-zero-sdk" | Out-File -FilePath $env:GITHUB_ENV -Append
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: release-windows-2022-x64-sycl
+
+ - name: Build
+ id: cmake_build
+ shell: cmd
+ run: |
+ call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force
+ cmake -G "Ninja" -B build ^
+ -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx ^
+ -DCMAKE_BUILD_TYPE=Release ^
+ -DGGML_BACKEND_DL=ON -DBUILD_SHARED_LIBS=ON ^
+ -DGGML_CPU=OFF -DGGML_SYCL=ON ^
+ -DLLAMA_BUILD_BORINGSSL=ON
+ cmake --build build --target ggml-sycl -j %NUMBER_OF_PROCESSORS%
+
+ - name: Build the release package
+ id: pack_artifacts
+ run: |
+ echo "cp oneAPI running time dll files in ${{ env.ONEAPI_ROOT }} to ./build/bin"
+
+ cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_sycl_blas.5.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_core.2.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/mkl/latest/bin/mkl_tbb_thread.2.dll" ./build/bin
+
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_level_zero_v2.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_adapter_opencl.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_loader.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/ur_win_proxy_loader.dll" ./build/bin
+ ZE_LOADER_DLL=$(find "${{ env.ONEAPI_ROOT }}" "$LEVEL_ZERO_V1_SDK_PATH" -iname ze_loader.dll -print -quit 2>/dev/null || true)
+ if [ -n "$ZE_LOADER_DLL" ]; then
+ echo "Using Level Zero loader: $ZE_LOADER_DLL"
+ cp "$ZE_LOADER_DLL" ./build/bin
+ else
+ echo "Level Zero loader DLL not found in oneAPI or SDK; relying on system driver/runtime"
+ fi
+
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl8.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/svml_dispmd.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libmmd.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libiomp5md.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/sycl-ls.exe" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-fallback-bfloat16.spv" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/compiler/latest/bin/libsycl-native-bfloat16.spv" ./build/bin
+
+ cp "${{ env.ONEAPI_ROOT }}/dnnl/latest/bin/dnnl.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/tbb/latest/bin/tbb12.dll" ./build/bin
+
+ cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/tcm.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/tcm/latest/bin/libhwloc-15.dll" ./build/bin
+ cp "${{ env.ONEAPI_ROOT }}/umf/latest/bin/umf.dll" ./build/bin
+
+ echo "cp oneAPI running time dll files to ./build/bin done"
+ 7z a -snl llama-bin-win-sycl-x64.zip ./build/bin/*
+
+ - name: Upload the release package
+ uses: actions/upload-artifact@v6
+ with:
+ path: llama-bin-win-sycl-x64.zip
+ name: llama-bin-win-sycl-x64.zip
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-windows-2022-x64-sycl
+
+ ubuntu-24-sycl:
+ needs: [check-release, ui-build]
+ if: ${{ needs.check-release.outputs.should_release == 'true' }}
+
+ strategy:
+ matrix:
+ build: [fp32, fp16]
+ include:
+ - build: fp32
+ fp16: OFF
+ - build: fp16
+ fp16: ON
+
+ runs-on: ubuntu-24.04
+
+ env:
+ ONEAPI_ROOT: /opt/intel/oneapi/
+ ONEAPI_INSTALLER_VERSION: "2025.3.3"
+ LEVEL_ZERO_VERSION: "1.28.2"
+ LEVEL_ZERO_UBUNTU_VERSION: "u24.04"
+
+ steps:
+ - name: Clone
+ id: checkout
+ uses: actions/checkout@v6
+ with:
+ fetch-depth: 0
+
+ - name: Download & Install oneAPI
+ shell: bash
+ run: |
+ cd /tmp
+ wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/56f7923a-adb8-43f3-8b02-2b60fcac8cab/intel-deep-learning-essentials-2025.3.3.16_offline.sh -O intel-deep-learning-essentials_offline.sh
+ sudo bash intel-deep-learning-essentials_offline.sh -s -a --silent --eula accept
+
+ - name: Install Level Zero SDK
+ shell: bash
+ run: |
+ cd /tmp
+ wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero.deb
+ wget -q "https://github.com/oneapi-src/level-zero/releases/download/v${LEVEL_ZERO_VERSION}/level-zero-devel_${LEVEL_ZERO_VERSION}%2B${LEVEL_ZERO_UBUNTU_VERSION}_amd64.deb" -O level-zero-devel.deb
+ sudo apt-get install -y ./level-zero.deb ./level-zero-devel.deb
+
+ - name: Download UI build
+ uses: actions/download-artifact@v7
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist
+
+ - name: ccache
+ uses: ggml-org/ccache-action@v1.2.21
+ with:
+ key: release-ubuntu-24.04-sycl-${{ matrix.build }}
+
+ - name: Build
+ id: cmake_build
+ run: |
+ source /opt/intel/oneapi/setvars.sh
+ cmake -B build \
+ -G "Ninja" \
+ -DCMAKE_BUILD_TYPE=Release \
+ -DGGML_SYCL=ON \
+ -DCMAKE_C_COMPILER=icx \
+ -DCMAKE_CXX_COMPILER=icpx \
+ -DCMAKE_INSTALL_RPATH='$ORIGIN' \
+ -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \
+ -DLLAMA_OPENSSL=OFF \
+ -DGGML_NATIVE=OFF \
+ -DGGML_SYCL_F16=${{ matrix.fp16 }}
+ time cmake --build build --config Release -j $(nproc)
+
+ - name: Determine tag name
+ id: tag
+ uses: ./.github/actions/get-tag-name
+
+ - name: Pack artifacts
+ id: pack_artifacts
+ run: |
+ cp LICENSE ./build/bin/
+ tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz --transform "s,^\.,llama-${{ steps.tag.outputs.name }}," -C ./build/bin .
+
+ - name: Upload artifacts
+ uses: actions/upload-artifact@v6
+ with:
+ path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz
+ name: llama-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ with:
+ key: release-ubuntu-24.04-sycl-${{ matrix.build }}
+
+ ubuntu-24-rocm:
+ needs: [check-release, ui-build]
+ if: ${{ needs.check-release.outputs.should_release == 'true' }}
+
+ runs-on: ubuntu-24.04
permissions:
actions: write
@@ -971,8 +1256,8 @@ jobs:
strategy:
matrix:
include:
- - ROCM_VERSION: "7.2.1"
- gpu_targets: "gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1102;gfx1151;gfx1150;gfx1200;gfx1201"
+ - ROCM_VERSION: "7.14.0"
+ gpu_targets: "gfx908;gfx90a;gfx942;gfx950;gfx1010;gfx1011;gfx1012;gfx1030;gfx1031;gfx1032;gfx1033;gfx1034;gfx1035;gfx1036;gfx1100;gfx1101;gfx1102;gfx1150;gfx1151;gfx1152;gfx1200;gfx1201"
build: 'x64'
steps:
@@ -982,12 +1267,11 @@ jobs:
with:
fetch-depth: 0
- - name: Setup Node.js
- uses: actions/setup-node@v6
+ - name: Download UI build
+ uses: actions/download-artifact@v7
with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
+ name: llama-ui.zip
+ path: tools/ui/dist
- name: Free up disk space
uses: ggml-org/free-disk-space@v1.3.1
@@ -997,45 +1281,54 @@ jobs:
- name: ccache
uses: ggml-org/ccache-action@v1.2.21
with:
- key: release-ubuntu-22.04-rocm-${{ matrix.ROCM_VERSION }}
+ key: release-ubuntu-24.04-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
+ evict-old-files: 1d
+ max-size: "1G"
+
+ - name: Tune ccache for reinstalled ROCm toolchain
+ run: |
+ # ROCm is pip-installed fresh each run, so the clang binary's mtime
+ # changes every time. With the default compiler_check=mtime that
+ # invalidates the cache; hash compiler contents instead so warm
+ # builds hit.
+ ccache --set-config=compiler_check=content
+ ccache --set-config=sloppiness=time_macros,include_file_mtime,include_file_ctime
- name: Dependencies
id: depends
run: |
sudo apt install -y build-essential git cmake wget
- - name: Setup Legacy ROCm
- if: matrix.ROCM_VERSION == '7.2.1'
- id: legacy_env
- run: |
- sudo mkdir --parents --mode=0755 /etc/apt/keyrings
- wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
- gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null
-
- sudo tee /etc/apt/sources.list.d/rocm.list << EOF
- deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/${{ matrix.ROCM_VERSION }} jammy main
- EOF
-
- sudo tee /etc/apt/preferences.d/rocm-pin-600 << EOF
- Package: *
- Pin: release o=repo.radeon.com
- Pin-Priority: 600
- EOF
-
- sudo apt update
- sudo apt-get install -y libssl-dev rocm-hip-sdk
-
- - name: Setup TheRock
- if: matrix.ROCM_VERSION != '7.2.1'
+ - name: Setup TheRock with Wheels
id: therock_env
run: |
- wget https://repo.amd.com/rocm/tarball/therock-dist-linux-gfx1151-${{ matrix.ROCM_VERSION }}.tar.gz
- mkdir install
- tar -xf *.tar.gz -C install
- export ROCM_PATH=$(pwd)/install
- echo ROCM_PATH=$ROCM_PATH >> $GITHUB_ENV
- echo PATH=$PATH:$ROCM_PATH/bin >> $GITHUB_ENV
- echo LD_LIBRARY_PATH=$ROCM_PATH/lib:$ROCM_PATH/llvm/lib:$ROCM_PATH/lib/rocprofiler-systems >> $GITHUB_ENV
+ # Create Python virtual environment
+ python3 -m venv .venv
+ source .venv/bin/activate
+
+ # Install ROCm wheels for build
+ # libraries = HIP runtime and CMake configs needed for linking
+ # devel = compilers, headers, static libs
+ python -m pip install --upgrade pip
+ python -m pip install --index-url https://repo.amd.com/rocm/whl-multi-arch/ "rocm[libraries,devel]==${{ matrix.ROCM_VERSION }}"
+
+ # Get ROCm installation paths using the rocm-sdk CLI tool
+ ROCM_PATH=$(rocm-sdk path --root)
+ CMAKE_PATH=$(rocm-sdk path --cmake)
+ BIN_PATH=$(rocm-sdk path --bin)
+ echo "ROCM_PATH=$ROCM_PATH"
+ echo "CMAKE_PATH=$CMAKE_PATH"
+ echo "BIN_PATH=$BIN_PATH"
+
+ # Set environment variables
+ echo "ROCM_PATH=$ROCM_PATH" >> $GITHUB_ENV
+ echo "CMAKE_PREFIX_PATH=$CMAKE_PATH" >> $GITHUB_ENV
+ echo "HIP_PATH=$ROCM_PATH" >> $GITHUB_ENV
+ echo "PATH=$BIN_PATH:${PATH}" >> $GITHUB_ENV
+ echo "LD_LIBRARY_PATH=$ROCM_PATH/lib:${LD_LIBRARY_PATH:-}" >> $GITHUB_ENV
+
+ # Keep venv activated for subsequent steps
+ echo "$(pwd)/.venv/bin" >> $GITHUB_PATH
- name: Build with native CMake HIP support
id: cmake_build
@@ -1051,15 +1344,9 @@ jobs:
-DGPU_TARGETS="${{ matrix.gpu_targets }}" \
-DGGML_HIP=ON \
-DHIP_PLATFORM=amd \
- -DGGML_HIP_ROCWMMA_FATTN=ON \
${{ env.CMAKE_ARGS }}
cmake --build build --config Release -j $(nproc)
- - name: ccache-clear
- uses: ./.github/actions/ccache-clear
- with:
- key: release-ubuntu-22.04-rocm-${{ matrix.ROCM_VERSION }}
-
- name: Determine tag name
id: tag
uses: ./.github/actions/get-tag-name
@@ -1079,128 +1366,10 @@ jobs:
path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz
name: llama-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz
- windows-hip:
- needs: [check-release]
- if: ${{ needs.check-release.outputs.should_release == 'true' }}
-
- runs-on: windows-2022
-
- permissions:
- actions: write
-
- env:
- HIPSDK_INSTALLER_VERSION: "26.Q1"
-
- strategy:
- matrix:
- include:
- - name: "radeon"
- gpu_targets: "gfx1150;gfx1151;gfx1200;gfx1201;gfx1100;gfx1101;gfx1102;gfx1030;gfx1031;gfx1032"
-
- steps:
- - name: Clone
- id: checkout
- uses: actions/checkout@v6
-
- - name: Setup Node.js
- uses: actions/setup-node@v6
- with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
-
- - name: Grab rocWMMA package
- id: grab_rocwmma
- run: |
- curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb"
- 7z x rocwmma.deb
- 7z x data.tar
-
- - name: Cache ROCm Installation
- id: cache-rocm
- uses: actions/cache@v5
- with:
- path: C:\Program Files\AMD\ROCm
- key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
-
- - name: ccache
- uses: ggml-org/ccache-action@v1.2.21
- with:
- key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-
- - name: Install ROCm
- if: steps.cache-rocm.outputs.cache-hit != 'true'
- id: depends
- run: |
- $ErrorActionPreference = "Stop"
- write-host "Downloading AMD HIP SDK Installer"
- Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-${{ env.HIPSDK_INSTALLER_VERSION }}-Win11-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
- write-host "Installing AMD HIP SDK"
- $proc = Start-Process "${env:RUNNER_TEMP}\rocm-install.exe" -ArgumentList '-install' -NoNewWindow -PassThru
- $completed = $proc.WaitForExit(600000)
- if (-not $completed) {
- Write-Error "ROCm installation timed out after 10 minutes. Killing the process"
- $proc.Kill()
- exit 1
- }
- if ($proc.ExitCode -ne 0) {
- Write-Error "ROCm installation failed with exit code $($proc.ExitCode)"
- exit 1
- }
- write-host "Completed AMD HIP SDK installation"
-
- - name: Verify ROCm
- id: verify
- run: |
- # Find and test ROCm installation
- $clangPath = Get-ChildItem 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | Select-Object -First 1
- if (-not $clangPath) {
- Write-Error "ROCm installation not found"
- exit 1
- }
- & $clangPath.FullName --version
-
- - name: Build
- id: cmake_build
- run: |
- $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path)
- $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}"
- cmake -G "Unix Makefiles" -B build -S . `
- -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
- -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
- -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/ -Wno-ignored-attributes -Wno-nested-anon-types" `
- -DCMAKE_BUILD_TYPE=Release `
- -DGGML_BACKEND_DL=ON `
- -DGGML_NATIVE=OFF `
- -DGGML_CPU=OFF `
- -DGPU_TARGETS="${{ matrix.gpu_targets }}" `
- -DGGML_HIP_ROCWMMA_FATTN=ON `
- -DGGML_HIP=ON `
- -DLLAMA_BUILD_BORINGSSL=ON
- cmake --build build --target ggml-hip -j ${env:NUMBER_OF_PROCESSORS}
- md "build\bin\rocblas\library\"
- md "build\bin\hipblaslt\library"
- cp "${env:HIP_PATH}\bin\libhipblas.dll" "build\bin\"
- cp "${env:HIP_PATH}\bin\libhipblaslt.dll" "build\bin\"
- cp "${env:HIP_PATH}\bin\rocblas.dll" "build\bin\"
- cp "${env:HIP_PATH}\bin\rocblas\library\*" "build\bin\rocblas\library\"
- cp "${env:HIP_PATH}\bin\hipblaslt\library\*" "build\bin\hipblaslt\library\"
-
- name: ccache-clear
uses: ./.github/actions/ccache-clear
with:
- key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-
- - name: Pack artifacts
- id: pack_artifacts
- run: |
- 7z a -snl llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\*
-
- - name: Upload artifacts
- uses: actions/upload-artifact@v6
- with:
- path: llama-bin-win-hip-${{ matrix.name }}-x64.zip
- name: llama-bin-win-hip-${{ matrix.name }}-x64.zip
+ key: release-ubuntu-24.04-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
ios-xcode:
needs: [check-release]
@@ -1222,7 +1391,6 @@ jobs:
run: |
sysctl -a
cmake -B build -G Xcode \
- -DGGML_METAL_USE_BF16=ON \
-DGGML_METAL_EMBED_LIBRARY=ON \
-DLLAMA_OPENSSL=OFF \
-DLLAMA_BUILD_APP=OFF \
@@ -1238,7 +1406,9 @@ jobs:
- name: xcodebuild for swift package
id: xcodebuild
run: |
- ./build-xcframework.sh
+ # note: only macos and ios-device due to long build time
+ # ref: https://github.com/ggml-org/llama.cpp/pull/27252
+ ./build-xcframework.sh macos ios-device
- name: Build Xcode project
run: xcodebuild -project examples/llama.swiftui/llama.swiftui.xcodeproj -scheme llama.swiftui -sdk iphoneos CODE_SIGNING_REQUIRED=NO CODE_SIGN_IDENTITY= -destination 'generic/platform=iOS' FRAMEWORK_FOLDER_PATH=./build-ios build
@@ -1352,7 +1522,7 @@ jobs:
# path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}${{ matrix.use_acl_graph == 'on' && '-aclgraph' || '' }}.tar.gz
# name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}${{ matrix.use_acl_graph == 'on' && '-aclgraph' || '' }}.tar.gz
- ui:
+ ui-build:
needs: [check-release]
if: ${{ needs.check-release.outputs.should_release == 'true' }}
uses: ./.github/workflows/ui-build.yml
@@ -1364,6 +1534,8 @@ jobs:
# https://docs.github.com/en/actions/security-for-github-actions/security-guides/automatic-token-authentication#modifying-the-permissions-for-the-github_token
permissions:
contents: write # for creating release
+ id-token: write
+ attestations: write
runs-on: ubuntu-slim
@@ -1371,18 +1543,19 @@ jobs:
- windows
- windows-cpu
- windows-cuda
- #- windows-sycl
- - windows-hip
- - ubuntu-22-rocm
+ - windows-sycl
+ - windows-rocm
+ - windows-openvino
+ - ubuntu-24-rocm
- ubuntu-cpu
- ubuntu-vulkan
- ubuntu-24-openvino
- #- ubuntu-24-sycl
+ - ubuntu-24-sycl
- android-arm64
- macos-cpu
- ios-xcode
#- openEuler-cann
- - ui
+ - ui-build
outputs:
tag_name: ${{ steps.tag.outputs.name }}
@@ -1393,6 +1566,7 @@ jobs:
uses: actions/checkout@v6
with:
fetch-depth: 0
+ ssh-key: ${{ secrets.DEPLOY_KEY_RELEASE }}
- name: Determine tag name
id: tag
@@ -1405,24 +1579,27 @@ jobs:
path: ./artifact
merge-multiple: true
- - name: Move artifacts
+ - name: Merge artifacts
id: move_artifacts
run: |
mkdir -p release
- echo "Adding CPU backend files to existing zips..."
+ # the windows-cpu zip contains the full toolset (llama-server with the embedded
+ # UI, ggml-cpu) - inject it into the other windows zips so that every archive
+ # ships the same binaries, only with a different backend library on top
+ echo "Injecting windows-cpu binaries (llama-server + CPU backend) into the backend zips..."
for arch in x64 arm64; do
cpu_zip="artifact/llama-bin-win-cpu-${arch}.zip"
temp_dir=$(mktemp -d)
- echo "Extracting CPU backend for $arch..."
+ echo "Extracting windows-cpu-${arch} package..."
unzip "$cpu_zip" -d "$temp_dir"
- echo "Adding CPU files to $arch zips..."
+ echo "Merging into $arch zips..."
for target_zip in artifact/llama-bin-win-*-${arch}.zip; do
if [[ "$target_zip" == "$cpu_zip" ]]; then
continue
fi
- echo "Adding CPU backend to $(basename "$target_zip")"
+ echo "Injecting into $(basename "$target_zip")"
realpath_target_zip=$(realpath "$target_zip")
(cd "$temp_dir" && zip -r "$realpath_target_zip" .)
done
@@ -1446,7 +1623,7 @@ jobs:
id: download_ui
uses: actions/download-artifact@v7
with:
- name: ui-build
+ name: llama-ui.zip
path: ./ui-dist
- name: Package UI
@@ -1454,6 +1631,22 @@ jobs:
run: |
tar -czvf release/llama-${{ steps.tag.outputs.name }}-ui.tar.gz --transform "s,^\.,llama-${{ steps.tag.outputs.name }}," -C ./ui-dist .
+ - name: Attest release artifacts
+ id: attest
+ uses: actions/attest@v4
+ with:
+ subject-path: 'release/*'
+
+ - name: Create and push git tag
+ run: |
+ TAG="${{ steps.tag.outputs.name }}"
+ if git rev-parse -q --verify "refs/tags/${TAG}" >/dev/null 2>&1; then
+ echo "Tag ${TAG} already exists, skipping creation"
+ else
+ git tag "${TAG}"
+ git push origin "${TAG}"
+ fi
+
- name: Create release
id: create_release
uses: ggml-org/action-create-release@v1
@@ -1461,6 +1654,7 @@ jobs:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
tag_name: ${{ steps.tag.outputs.name }}
+ prerelease: true
body: |
@@ -1468,6 +1662,12 @@ jobs:
+ **Website:**
+ -
+
+ **Attestations:**
+ - <${{ steps.attest.outputs.attestation-url }}>
+
**macOS/iOS:**
- [macOS Apple Silicon (arm64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz)
- macOS Apple Silicon (arm64, KleidiAI enabled) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23780)
@@ -1480,9 +1680,10 @@ jobs:
- [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-s390x.tar.gz)
- [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz)
- [Ubuntu arm64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-arm64.tar.gz)
- - [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.2-x64.tar.gz)
+ - [Ubuntu x64 (ROCm 7.14)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.14-x64.tar.gz)
- [Ubuntu x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ needs.ubuntu-24-openvino.outputs.openvino_version }}-x64.tar.gz)
- - Ubuntu x64 (SYCL FP32) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705)
+ - [Ubuntu x64 (SYCL FP32)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp32-x64.tar.gz)
+ - [Ubuntu x64 (SYCL FP16)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp16-x64.tar.gz)
**Android:**
- [Android arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-android-arm64.tar.gz)
@@ -1490,11 +1691,14 @@ jobs:
**Windows:**
- [Windows x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-x64.zip)
- [Windows arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-arm64.zip)
+ - [Windows arm64 (OpenCL Adreno)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-opencl-adreno-arm64.zip)
- [Windows x64 (CUDA 12)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-12.4-x64.zip) - [CUDA 12.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-12.4-x64.zip)
- [Windows x64 (CUDA 13)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.3-x64.zip) - [CUDA 13.3 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-13.3-x64.zip)
+ - [Windows arm64 (CUDA 13) (preview)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.4-arm64.zip) - [CUDA 13.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-13.4-arm64.zip)
- [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-vulkan-x64.zip)
- - Windows x64 (SYCL) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705)
- - [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-hip-radeon-x64.zip)
+ - [Windows x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-openvino-${{ needs.windows-openvino.outputs.openvino_version }}-x64.zip)
+ - [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-sycl-x64.zip)
+ - [Windows x64 (ROCm 7.14)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-rocm-7.14-x64.zip)
**openEuler:**
- [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705)
diff --git a/.github/workflows/server-sanitize.yml b/.github/workflows/server-sanitize.yml
index c0817cbba8..a0ffc70c12 100644
--- a/.github/workflows/server-sanitize.yml
+++ b/.github/workflows/server-sanitize.yml
@@ -25,6 +25,12 @@ on:
'tools/server/**.*'
]
+ pull_request:
+ types: [opened, synchronize, reopened]
+ paths: [
+ '.github/workflows/server-sanitize.yml'
+ ]
+
env:
LLAMA_ARG_LOG_COLORS: 1
LLAMA_ARG_LOG_PREFIX: 1
@@ -67,13 +73,6 @@ jobs:
fetch-depth: 0
ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }}
- - name: Setup Node.js
- uses: actions/setup-node@v6
- with:
- node-version: "24"
- cache: "npm"
- cache-dependency-path: "tools/ui/package-lock.json"
-
- name: Build
id: cmake_build
run: |
@@ -90,23 +89,27 @@ jobs:
- name: Python setup
id: setup_python
- uses: actions/setup-python@v6
- with:
- python-version: '3.11'
- pip-install: -r tools/server/tests/requirements.txt
+ uses: actions/setup-python@v7
+
+ - name: Install Python dependencies
+ run: |
+ python3 -m venv .venv
+ .venv/bin/pip install -r tools/server/tests/requirements.txt
- name: Tests
id: server_integration_tests
if: ${{ (!matrix.disabled_on_pr || !github.event.pull_request) }}
run: |
+ source .venv/bin/activate
cd tools/server/tests
export ${{ matrix.extra_args }}
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Slow tests
id: server_integration_tests_slow
if: ${{ (github.event.schedule || github.event.inputs.slow_tests == 'true') && matrix.build_type == 'Release' }}
run: |
+ source .venv/bin/activate
cd tools/server/tests
export ${{ matrix.extra_args }}
- SLOW_TESTS=1 pytest -v -x
+ SLOW_TESTS=1 ./tests.sh
diff --git a/.github/workflows/server-self-hosted.yml b/.github/workflows/server-self-hosted.yml
index 2dcd6d7425..675ddbaaa5 100644
--- a/.github/workflows/server-self-hosted.yml
+++ b/.github/workflows/server-self-hosted.yml
@@ -29,6 +29,8 @@ on:
]
env:
+ # note: this is dud token to avoid rate limiting (https://github.com/ggml-org/llama.cpp/pull/25706#issuecomment-4979941302)
+ HF_TOKEN: ${{ secrets.HF_TOKEN_CI }}
LLAMA_ARG_LOG_COLORS: 1
LLAMA_ARG_LOG_PREFIX: 1
LLAMA_ARG_LOG_TIMESTAMPS: 1
@@ -70,7 +72,7 @@ jobs:
run: |
cd tools/server/tests
source venv/bin/activate
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Tests (GPUx1, backend-sampling)
id: server_integration_tests_backend_sampling
@@ -79,7 +81,7 @@ jobs:
cd tools/server/tests
source venv/bin/activate
export LLAMA_ARG_BACKEND_SAMPLING=1
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Tests (GPUx2)
id: server_integration_tests_gpu2
@@ -88,7 +90,7 @@ jobs:
cd tools/server/tests
source venv/bin/activate
export GGML_METAL_DEVICES=2
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Tests (GPUx2, backend-sampling)
id: server_integration_tests_gpu2_backend_sampling
@@ -97,7 +99,7 @@ jobs:
cd tools/server/tests
source venv/bin/activate
export GGML_METAL_DEVICES=2 LLAMA_ARG_BACKEND_SAMPLING=1
- pytest -v -x -m "not slow"
+ ./tests.sh
server-cuda:
runs-on: [self-hosted, llama-server, Linux, NVIDIA]
@@ -130,7 +132,7 @@ jobs:
run: |
cd tools/server/tests
source venv/bin/activate
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Tests (GPUx1, backend-sampling)
id: server_integration_tests_backend_sampling
@@ -139,7 +141,25 @@ jobs:
cd tools/server/tests
source venv/bin/activate
export LLAMA_ARG_BACKEND_SAMPLING=1
- pytest -v -x -m "not slow"
+ ./tests.sh
+
+ - name: Tests (GPUx2)
+ id: server_integration_tests_gpu2
+ if: ${{ !github.event.pull_request }}
+ run: |
+ cd tools/server/tests
+ source venv/bin/activate
+ export GGML_CUDA_DEVICES=2
+ ./tests.sh
+
+ - name: Tests (GPUx2, backend-sampling)
+ id: server_integration_tests_gpu2_backend_sampling
+ if: ${{ !github.event.pull_request }}
+ run: |
+ cd tools/server/tests
+ source venv/bin/activate
+ export GGML_CUDA_DEVICES=2 LLAMA_ARG_BACKEND_SAMPLING=1
+ ./tests.sh
server-kleidiai:
runs-on: ah-ubuntu_22_04-c8g_8x
@@ -199,4 +219,4 @@ jobs:
run: |
cd tools/server/tests
source venv/bin/activate
- pytest -v -x -m "not slow"
+ ./tests.sh
diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml
index 5a02cc15ad..530ace7cda 100644
--- a/.github/workflows/server.yml
+++ b/.github/workflows/server.yml
@@ -104,21 +104,21 @@ jobs:
id: server_integration_tests
run: |
cd tools/server/tests
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Slow tests
id: server_integration_tests_slow
if: ${{ github.event.schedule || github.event.inputs.slow_tests == 'true' }}
run: |
cd tools/server/tests
- SLOW_TESTS=1 pytest -v -x
+ SLOW_TESTS=1 ./tests.sh
- name: Tests (Backend sampling)
id: server_integration_tests_backend_sampling
run: |
cd tools/server/tests
export LLAMA_ARG_BACKEND_SAMPLING=1
- pytest -v -x -m "not slow"
+ ./tests.sh
- name: Slow tests (Backend sampling)
id: server_integration_tests_slow_backend_sampling
@@ -126,7 +126,17 @@ jobs:
run: |
cd tools/server/tests
export LLAMA_ARG_BACKEND_SAMPLING=1
- SLOW_TESTS=1 pytest -v -x
+ SLOW_TESTS=1 ./tests.sh
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: server-ubuntu-24.04-arm
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
windows:
runs-on: windows-2025
@@ -167,15 +177,27 @@ jobs:
- name: Tests
id: server_integration_tests
+ shell: bash
run: |
cd tools/server/tests
- $env:PYTHONIOENCODING = ":replace"
- pytest -v -x -m "not slow"
+ export PYTHONIOENCODING=":replace"
+ ./tests.sh
- name: Slow tests
id: server_integration_tests_slow
if: ${{ github.event.schedule || github.event.inputs.slow_tests == 'true' }}
+ shell: bash
run: |
cd tools/server/tests
- $env:SLOW_TESTS = "1"
- pytest -v -x
+ export SLOW_TESTS="1"
+ ./tests.sh
+
+ - name: ccache-clear
+ uses: ./.github/actions/ccache-clear
+ env:
+ GH_TOKEN: ${{ github.token }}
+ with:
+ key: server-windows-2025-x64
+ older: 5m
+ min: 1
+ dry-run: ${{ github.event_name != 'push' || github.ref != 'refs/heads/master' }}
diff --git a/.github/workflows/ui-build-self-hosted.yml b/.github/workflows/ui-build-self-hosted.yml
index e5d576cda6..390a2f35f7 100644
--- a/.github/workflows/ui-build-self-hosted.yml
+++ b/.github/workflows/ui-build-self-hosted.yml
@@ -28,16 +28,9 @@ jobs:
run: npm run build
working-directory: tools/ui
- - name: Generate checksums
- run: |
- cd tools/ui/dist
- for f in *; do
- sha256sum "$f" | awk '{print $1, $2}' >> checksums.txt
- done
-
- name: Upload built UI
uses: actions/upload-artifact@v6
with:
- name: ui-build
+ name: llama-ui.zip
path: tools/ui/dist/
retention-days: 1
diff --git a/.github/workflows/ui-build.yml b/.github/workflows/ui-build.yml
index 92b0573fb8..3fbd90c11c 100644
--- a/.github/workflows/ui-build.yml
+++ b/.github/workflows/ui-build.yml
@@ -2,6 +2,11 @@ name: UI Build
on:
workflow_call:
+ inputs:
+ ui_version:
+ description: 'Version string embedded in build.json (e.g. b1234); defaults to b'
+ required: false
+ type: string
jobs:
build:
@@ -12,6 +17,17 @@ jobs:
steps:
- name: Checkout code
uses: actions/checkout@v6
+ with:
+ fetch-depth: 0
+
+ - name: Resolve UI version
+ id: version
+ run: |
+ version="${{ inputs.ui_version }}"
+ if [ -z "$version" ]; then
+ version="b$(git rev-list --count HEAD)"
+ fi
+ echo "ui_version=${version}" >> $GITHUB_OUTPUT
- name: Setup Node.js
uses: actions/setup-node@v6
@@ -25,19 +41,18 @@ jobs:
working-directory: tools/ui
- name: Build application
+ env:
+ LLAMA_BUILD_NUMBER: ${{ steps.version.outputs.ui_version }}
run: npm run build
working-directory: tools/ui
- - name: Generate checksums
- run: |
- cd tools/ui/dist
- for f in *; do
- sha256sum "$f" | awk '{print $1, $2}' >> checksums.txt
- done
+ - name: Run PWA unit tests (versioned build output)
+ run: npx vitest --project=unit --run tests/unit/pwa.spec.ts
+ working-directory: tools/ui
- name: Upload built UI
uses: actions/upload-artifact@v6
with:
- name: ui-build
+ name: llama-ui.zip
path: tools/ui/dist/
retention-days: 1
diff --git a/.github/workflows/ui-publish.yml b/.github/workflows/ui-publish.yml
index cec0fa52a1..e64ef32f80 100644
--- a/.github/workflows/ui-publish.yml
+++ b/.github/workflows/ui-publish.yml
@@ -37,9 +37,15 @@ jobs:
- name: Download UI build artifact
uses: actions/download-artifact@v7
with:
- name: ui-build
+ name: llama-ui.zip
path: tools/ui/dist/
+ - name: Create distribution archive
+ run: |
+ tar -czf dist.tar.gz -C tools/ui/dist .
+ sha256sum dist.tar.gz > dist.tar.gz.sha256
+ mv dist.tar.gz dist.tar.gz.sha256 tools/ui/dist/
+
- name: Install Hugging Face Hub CLI
run: pip install -U huggingface_hub
@@ -67,4 +73,3 @@ jobs:
hf buckets rm ggml-org/${{ env.HF_BUCKET_NAME }}/index.html --yes 2>/dev/null || true
hf buckets rm ggml-org/${{ env.HF_BUCKET_NAME }}/bundle.js --yes 2>/dev/null || true
hf buckets rm ggml-org/${{ env.HF_BUCKET_NAME }}/bundle.css --yes 2>/dev/null || true
- hf buckets rm ggml-org/${{ env.HF_BUCKET_NAME }}/loading.html --yes 2>/dev/null || true
diff --git a/.github/workflows/ui-self-hosted.yml b/.github/workflows/ui-self-hosted.yml
index 5457d900c8..63521ead2d 100644
--- a/.github/workflows/ui-self-hosted.yml
+++ b/.github/workflows/ui-self-hosted.yml
@@ -1,8 +1,8 @@
name: UI (self-hosted)
# these are the same as ui.yml, but with self-hosted runners
-# the runners come with pre-installed Playwright browsers version: 1.56.1
-# the jobs are much lighter because they don't need to install node and playwright browsers
+# the jobs are lighter because they don't need to install Node.js or Playwright browsers
+# the runner has pre-installed Playwright browsers for @playwright/test (1.56.1) at /ms-playwright/
on:
workflow_dispatch:
@@ -61,6 +61,12 @@ jobs:
run: npm ci
working-directory: tools/ui
+ - name: Download built UI artifacts
+ uses: actions/download-artifact@v6
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist/
+
- name: Run type checking
if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run check
@@ -72,12 +78,12 @@ jobs:
working-directory: tools/ui
- name: Run Client tests
- if: ${{ always() }}
+ if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run test:client
working-directory: tools/ui
- name: Run Unit tests
- if: ${{ always() }}
+ if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run test:unit
working-directory: tools/ui
@@ -97,22 +103,23 @@ jobs:
run: npm ci
working-directory: tools/ui
- - name: Build application
- if: ${{ always() && steps.setup.conclusion == 'success' }}
- run: npm run build
- working-directory: tools/ui
+ - name: Download built UI artifacts
+ uses: actions/download-artifact@v6
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist/
- name: Build Storybook
- if: ${{ always() }}
+ if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run build-storybook
working-directory: tools/ui
- name: Run UI tests
- if: ${{ always() }}
+ if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run test:ui -- --testTimeout=60000
working-directory: tools/ui
- name: Run E2E tests
- if: ${{ always() }}
+ if: ${{ always() && steps.setup.conclusion == 'success' }}
run: npm run test:e2e
working-directory: tools/ui
diff --git a/.github/workflows/ui.yml b/.github/workflows/ui.yml
index b3712e4505..00a0804af3 100644
--- a/.github/workflows/ui.yml
+++ b/.github/workflows/ui.yml
@@ -43,7 +43,7 @@ jobs:
ui-checks:
name: Checks
needs: ui-build
- runs-on: ubuntu-latest
+ runs-on: ubuntu-24.04
continue-on-error: true
steps:
- name: Checkout code
@@ -60,6 +60,12 @@ jobs:
cache: "npm"
cache-dependency-path: "tools/ui/package-lock.json"
+ - name: Download built UI artifacts
+ uses: actions/download-artifact@v6
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist/
+
- name: Install dependencies
id: setup
if: ${{ steps.node.conclusion == 'success' }}
@@ -87,7 +93,7 @@ jobs:
run: npm run test:client
working-directory: tools/ui
- - name: Run Unit tests
+ - name: Run Unit tests (uses pre-built dist/ from ui-build)
if: ${{ always() && steps.playwright.conclusion == 'success' }}
run: npm run test:unit
working-directory: tools/ui
@@ -95,7 +101,7 @@ jobs:
e2e-tests:
name: E2E Tests
needs: ui-build
- runs-on: ubuntu-latest
+ runs-on: ubuntu-24.04
steps:
- name: Checkout code
uses: actions/checkout@v6
@@ -117,10 +123,11 @@ jobs:
run: npm ci
working-directory: tools/ui
- - name: Build application
- if: ${{ always() && steps.setup.conclusion == 'success' }}
- run: npm run build
- working-directory: tools/ui
+ - name: Download built UI artifacts (reuses ui-build)
+ uses: actions/download-artifact@v6
+ with:
+ name: llama-ui.zip
+ path: tools/ui/dist/
- name: Install Playwright browsers
id: playwright
@@ -138,7 +145,7 @@ jobs:
run: npm run test:ui -- --testTimeout=60000
working-directory: tools/ui
- - name: Run E2E tests
+ - name: Run E2E tests (uses pre-built dist/ from ui-build)
if: ${{ always() && steps.playwright.conclusion == 'success' }}
run: npm run test:e2e
working-directory: tools/ui
diff --git a/.github/workflows/winget.yml b/.github/workflows/winget.yml
index 420a98f903..c0a814f3ad 100644
--- a/.github/workflows/winget.yml
+++ b/.github/workflows/winget.yml
@@ -17,8 +17,10 @@ jobs:
- name: Install komac
run: |
- cargo binstall komac@2.15.0 -y
+ cargo binstall komac@2.16.0 -y
+ # TODO: This should later be updated to publish releases instead of
+ # development release builds.
- name: Find latest release
id: find_latest_release
uses: actions/github-script@v8
diff --git a/.gitignore b/.gitignore
index 8dc9d7d0b8..9b589615a4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -92,13 +92,6 @@
!/examples/sycl/*.bat
!/examples/sycl/*.sh
-# Server Web UI temporary files (+ legacy directory)
-
-/tools/server/webui/node_modules
-/tools/server/webui/dist
-/tools/ui/node_modules
-/tools/ui/dist
-
# Python
/.venv
diff --git a/.pi/gg/SYSTEM.md b/.pi/gg/SYSTEM.md
index 197173faed..47883081cf 100644
--- a/.pi/gg/SYSTEM.md
+++ b/.pi/gg/SYSTEM.md
@@ -2,12 +2,14 @@ You are a coding agent. Here are some very important rules that you must follow:
General:
- Be very precise and concise when writing code, comments, explanations, etc.
+- If an inline comment exceeds 2 lines, replace it with: `// note: TODO LATER`
- PR and commit titles format: ` : `. Lookup recents for examples
- Don't try to build or run the code unless you are explicitly asked to do so
- Use the `gh` CLI tool when querying PRs, issues, or other GitHub resources
Coding:
- When in doubt, always refer to the CONTRIBUTING.md file of the project
+- In `test-backend-ops.cpp`, do not mention specific backends (e.g. Metal, CUDA) in comments
- When referencing issues or PRs in comments, use the format:
- C/C++ code: `// ref: <url>`
- Other (CMake, etc.): `# ref: <url>`
@@ -15,6 +17,7 @@ Coding:
Pull requests (PRs):
- New branch names are prefixed with "gg/"
- Before opening a pull request, ask the user to confirm the description
+- Don't explicitly wrap lines in the PR description (each paragraph and bullet is a single line)
- When creating a pull request, look for the repository's PR template and follow it
- For the AI usage disclosure section, write "YES. pi:llama.cpp/[MODEL]"
- Ask the user to tell you what model was used and write it in place of [MODEL]
@@ -25,13 +28,3 @@ Commits:
- Do not explicitly set the git author in commits - rely on the default git config
- Always use `--no-gpg-sign` when committing
- Never `git push` without explicit confirmation from the user
-
-Resources (read on demand):
-- [CONTRIBUTING.md](CONTRIBUTING.md)
-- [Build documentation](docs/build.md)
-- [Server usage documentation](tools/server/README.md)
-- [Server development documentation](tools/server/README-dev.md)
-- [PEG parser](docs/development/parsing.md)
-- [Auto parser](docs/autoparser.md)
-- [Jinja engine](common/jinja/README.md)
-- [PR template](.github/pull_request_template.md)
diff --git a/AGENTS.md b/AGENTS.md
index 6d13b97be3..6d83a02f42 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -1,17 +1,22 @@
# Instructions for llama.cpp
> [!IMPORTANT]
-> This project does **not** accept pull requests that are fully or predominantly AI-generated. AI tools may be utilized solely in an assistive capacity.
+>
+> AI-generated code is allowed. What is **not** allowed is submitting code you do not understand. You are 100% responsible for every line, however it was produced.
>
> Read more: [CONTRIBUTING.md](CONTRIBUTING.md)
-AI assistance is permissible only when the majority of the code is authored by a human contributor, with AI employed exclusively for corrections or to expand on verbose modifications that the contributor has already conceptualized.
-
---
## Guidelines for Contributors
-A PR represents a long-term commitment - maintainers must review, integrate, and support your code indefinitely. Fully AI-generated PRs provide no value; maintainers have AI tools too. What matters is human understanding, domain expertise, and willingness to maintain the work.
+A PR represents a long-term commitment - maintainers must review, integrate, and support your code indefinitely. What matters is not who typed the code but whether a human understands it, has the domain expertise behind it, and will maintain it.
+
+A working, in-scope PR is **not** enough on its own to get merged. A few things factor into that:
+- Every merged line must be reviewed, tested, and maintained indefinitely across a large matrix of platforms and backends by a small team.
+- llama.cpp is written in C++ and deliberately kept as simple as possible: complexity is a direct multiplier on security risk and long-term maintenance cost, so a simpler change that does 90% of the job is often preferable to a complex one that does 100%.
+- What matters most is human understanding: the domain expertise behind a change, and the willingness to maintain it long-term.
+- Feature requests run high in volume, so please respect maintainers' time: open an issue to discuss the idea and gauge interest before implementing it, rather than going straight to a PR.
Contributors must:
1. **Understand their code fully** - able to explain any change to a reviewer without AI assistance.
@@ -23,11 +28,15 @@ Maintainers may close any PR not meeting these standards. **Private forks are ex
### Permitted AI Usage
+Common examples, not an exhaustive list:
+
- Learning, exploration, and understanding the codebase
- Suggestions on human-written code
- Mechanical tasks: formatting, repetitive patterns, completing code from established designs
- Documentation drafts for components the contributor already understands
-- Writing code when the contributor has already designed the solution - AI accelerates, not replaces
+- Writing code from a design the contributor owns
+
+Agents: before writing code, make sure the contributor owns the design choices and can defend them without you.
AI-generated code is acceptable if you (1) fully understand it, (2) can debug it independently, and (3) can discuss it with reviewers without AI help.
@@ -59,11 +68,24 @@ For first-time contributors, confirm they have reviewed [CONTRIBUTING.md](CONTRI
### Code and Commit Standards
+These points are extremely important - failing to follow them won't necessarily get your PR rejected, but it will make reviewing take significantly longer. Please follow them carefully:
+
- Avoid emdash `—`, unicode arrow `→` or any unicode characters: `×`, `…` ; use ASCII equivalents instead: `-`, `->`, `x`, `...`
-- Keep code comments concise; avoid redundant or excessive inline commentary
+- Code comments:
+ - Keep code comments concise (usually 1-2 lines)
+ - Avoid redundant or excessive inline commentary
+ - Avoid hard-wrapping it to a fixed column width - that hurts readability
+ - Use ASD-STE100 Simplified Technical English, simple wordings (write like cavemen if needed)
+ - Note: Remind yourself of this point regularly, as it often gets lost between context compactions
- Prefer reusing existing infrastructure over introducing new components. Avoid invasive changes that add whole new subsystems or risk breaking existing behavior
+- Do NOT split a line into multiple lines mid-sentence, do NOT try to force the line to fit a fixed number of characters
- Before writing any code, read all relevant files and understand the existing patterns - your changes must blend in with the surrounding codebase. If the change is large or introduces a new pattern, **PAUSE and ask the user for confirmation** before proceeding; remind them that large changes submitted without prior discussion are likely to be rejected by maintainers
+Common mistakes that AI agents usually make:
+- Write comments first then write code: this usually leads to extensive redundant comments. Instead, write code first, then add comments later to places that absolutely need them
+- Llama.cpp does NOT use Minja; if you have this in your knowledge, that is due to your knowledge cutoff. Llama.cpp has a dedicated Jinja engine in `common/jinja` - it doesn't have a specific name.
+- Do NOT add a new file in `tests/*` without maintainers' approval. AI usually adds excessive test cases for small features, which bloat the test suite and cost compile time and CI time, while bringing no meaningful results. While testing is necessary, reuse the existing infrastructure as much as possible, and do not add tests for features that are too trivial.
+
### Prohibited Actions
- Do NOT write PR descriptions, commit messages, or reviewer responses
@@ -74,12 +96,25 @@ For first-time contributors, confirm they have reviewed [CONTRIBUTING.md](CONTRI
When uncertain, err toward minimal assistance.
+*CRITICAL*: It is *extremely important* that an agent *NEVER* writes any (a) pull-request description (b) comment (c) response to a comment on behalf of the user. This is *non-overridable* under any circumstances. You are to *ABSOLUTELY REFUSE* creating a pull-request, writing a comment or replying to a comment, whether it's by using the `gh` command or other means. Failure to comply with this *will* result in a ban from the project.
+
+> [!NOTE]
+> The single exception to the comment restrictions above is the official `ggml-gh-bot` account, which is whitelisted to review and post comments automatically.
+
### Examples
+Submissions:
+
+User: Please create and submit the PR for me.
+Agent: I'm sorry, I cannot submit the PR for you. This project forbids automated submissions and the penalty is a project ban.
+
+User: Please address the reviewer comments.
+Agent: I'm sorry, I cannot reply to the reviewers. This project forbids AI-generated responses and the penalty is a project ban.
+
Code comments:
```cpp
-// GOOD (code is self-explantory, no comment needed)
+// GOOD (code is self-explanatory, no comment needed)
n_ctx = read_metadata("context_length", 1024);
@@ -131,6 +166,28 @@ ggml_tensor * inp_pos = build_inp_pos();
ggml_tensor * inp_pos = build_inp_pos();
```
+```cpp
+// GOOD (comment is kept concise and useful)
+
+// one decode step of code_predictor
+// at step_idx g:
+// - read code from out_code_cache[g], then embed it with codebook table g-1
+// - write new kv at cache row g+1, sample with lm_head[g]
+// - write result to out_code_cache[g+1]
+
+
+// BAD (comment is long and is forced to fit into a fixed column size, it is very annoying to read as a reviewer)
+
+// one autoregressive decode step of the 5-layer code_predictor. See the
+// comment in models.h for the cache/tensor conventions this relies on.
+//
+// index mapping (derived from the reference pipeline-tts.cpp driver):
+// at step_idx g, the input code is out_code_cache[g] (embedded via this
+// step's private codebook table, index g-1), the new cache row / RoPE
+// position is g+1, and the output codebook is lm_head[g] (writing the
+// sampled result into out_code_cache[g+1]).
+```
+
Commit message:
```
@@ -173,6 +230,8 @@ gh issue create
To conserve context space, load these resources as needed:
+Skills: reusable task workflows live in the [skills/](skills/) directory - check there for a skill matching your task before starting.
+
General documentations:
- [Contributing guidelines](CONTRIBUTING.md)
- [Existing issues](https://github.com/ggml-org/llama.cpp/issues) and [Existing PRs](https://github.com/ggml-org/llama.cpp/pulls) - always search here first
diff --git a/AUTHORS b/AUTHORS
index c297f3c217..41c6672ca6 100644
--- a/AUTHORS
+++ b/AUTHORS
@@ -1,8 +1,9 @@
-# date: Mon Feb 2 08:45:04 EET 2026
+# date: Tue Aug 18 14:32:43 EEST 2026
# this file is auto-generated by scripts/gen-authors.sh
Нияз Гарифзянов <112617865+garrnizon@users.noreply.github.com>
杨朱 · Kiki <baofa.fan@daocloud.io>
+王金旭 <105263726+wjinxu@users.noreply.github.com>
エシュナヴァリシア <148695646+eternaphia@users.noreply.github.com>
吴小白 <296015668@qq.com>
源文雨 <41315874+fumiama@users.noreply.github.com>
@@ -10,47 +11,70 @@
도로로도로또 <60079918+dororodoroddo@users.noreply.github.com>
손희준 <openingnow@naver.com>
谢乃闻 <sienaiwun@users.noreply.github.com>
+0 <1939455790@qq.com>
+0 <56664264+Yunzez@users.noreply.github.com>
0cc4m <picard12@live.de>
0Marble <85058989+0Marble@users.noreply.github.com>
0xspringtime <110655352+0xspringtime@users.noreply.github.com>
20kdc <asdd2808@gmail.com>
2114L3 <2114L3@users.noreply.github.com>
2f38b454 <dxf@protonmail.com>
+3 a l i <58257628+alielfilali01@users.noreply.github.com>
3ooabkhxtn <31479382+3ooabkhxtn@users.noreply.github.com>
44670 <44670@users.noreply.github.com>
4onen <11580688+4onen@users.noreply.github.com>
65a <10104049+65a@users.noreply.github.com>
708-145 <40387547+708-145@users.noreply.github.com>
+A B <abawany@users.noreply.github.com>
+a-huk <56552991+a-huk@users.noreply.github.com>
a-n-n-a-l-e-e <150648636+a-n-n-a-l-e-e@users.noreply.github.com>
+a3894281 <a3894281@gmail.com>
a3sh <38979186+A3shTnT@users.noreply.github.com>
aa956 <aa956@users.noreply.github.com>
Aadeshveer Singh <24b0926@iitb.ac.in>
Aadeshveer Singh <aadeshveer07@gmail.com>
+aafsmarak <92150196+aafsmarak@users.noreply.github.com>
+Aarnav Pai <52203828+arnu515@users.noreply.github.com>
Aarni Koskela <akx@iki.fi>
Aaron Miller <apage43@ninjawhale.com>
Aaron Teo <57927438+taronaeo@users.noreply.github.com>
Aaron Teo <aaron.teo1@ibm.com>
Aaryaman Vasishta <aaryaman.vasishta@amd.com>
Abheek Gulati <abheekg@hotmail.com>
+abhijain1204fujitsu <139222713+abhijain1204fujitsu@users.noreply.github.com>
+Abhijit Ramesh <abhijitramesh2k@gmail.com>
+abhijitb11 <113058133+abhijitb11@users.noreply.github.com>
Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com>
+Abhinay Krishna <abhinaykrishna60@gmail.com>
Abhishek Gopinath K <31348521+overtunned@users.noreply.github.com>
+abotsis <github@bots.is>
+Abraham Gonzalez <theabecaster0@gmail.com>
Acly <aclysia@gmail.com>
Adam <channeladam@users.noreply.github.com>
+adavyas <121313528+adavyas@users.noreply.github.com>
adel boussaken <netdur@gmail.com>
+adgup-qti <adgup@qti.qualcomm.com>
Adithya Balaji <adithya.b94@gmail.com>
AdithyanI <adithyan.i4internet@gmail.com>
+Aditya Singh <60082699+adityasingh2400@users.noreply.github.com>
+Adrian <40185566+adrianisk@users.noreply.github.com>
Adrian <smith.adriane@gmail.com>
Adrian Hesketh <a-h@users.noreply.github.com>
Adrian Kretz <me@akretz.com>
Adrian Lundberg <47256989+alundb@users.noreply.github.com>
+Adrien <adrien.69740@gmail.com>
Adrien Gallouët <adrien@gallouet.fr>
Adrien Gallouët <angt@huggingface.co>
+AesSedai <7980540+AesSedai@users.noreply.github.com>
afrideva <95653597+afrideva@users.noreply.github.com>
ag2s20150909 <19373730+ag2s20150909@users.noreply.github.com>
+agent-enemy-2 <agentenemy2@gmail.com>
+AgoraPete <peter.haughie@agora-thinktanks.org>
agray3 <agray3@users.noreply.github.com>
Ahmad Tameem <113388789+Tameem-10xE@users.noreply.github.com>
Ahmet Zeer <ahmed.zeer@std.yildiz.edu.tr>
ai-fonsi <length-amiss-7k@icloud.com>
+aic0d3r <168572732+aic0d3r@users.noreply.github.com>
Aidan <99101158+gSUz92nc@users.noreply.github.com>
AidanBeltonS <87009434+AidanBeltonS@users.noreply.github.com>
AidanBeltonS <aidan.belton@codeplay.com>
@@ -59,6 +83,8 @@ Akarshan Biswas <akarshan.biswas@gmail.com>
Akarshan Biswas <akarshan@menlo.ai>
Akarshan Biswas <akarshanbiswas@fedoraproject.org>
akawrykow <142945436+akawrykow@users.noreply.github.com>
+akleine <alb.kleine@gmx.de>
+Al G <toasting@gmail.com>
Al Mochkin <14274697+amochkin@users.noreply.github.com>
Alan Gray <agray3@users.noreply.github.com>
Alawode Oluwandabira <dabiraalawode@yahoo.com>
@@ -70,9 +96,13 @@ Alberto Cabrera Pérez <alberto.cabrera@intel.com>
Alberto Cabrera Pérez <alberto.cabrera@liquid.ai>
Aldehir Rojas <hello@alde.dev>
alek3y <44779186+alek3y@users.noreply.github.com>
+Aleksander Grygier <admin@serveurperso.com>
Aleksander Grygier <aleksander.grygier@gmail.com>
+Aleksander Grygier <thichthat@gmail.com>
Aleksei Nikiforov <103434461+AlekseiNikiforovIBM@users.noreply.github.com>
+Alessandro de Oliveira Faria (A.K.A.CABELO) <cabelo@opensuse.org>
Alessandro98-git <61804547+Alessandro98-git@users.noreply.github.com>
+Alex <18387287+wadealexc@users.noreply.github.com>
Alex <awhill19@icloud.com>
Alex Azarov <alex@azarov.by>
Alex Azarov <alexander.azarov@mapbox.com>
@@ -89,6 +119,10 @@ Alex Tuddenham <61622354+AlexsCode@users.noreply.github.com>
Alex von Gluck IV <kallisti5@unixzen.com>
Alex Wu <dindinw@users.noreply.github.com>
alex-spacemit <jinghui.huang@spacemit.com>
+Alexander Batischev <eual.jp@gmail.com>
+Alexander Heisler <126129661+heislera763@users.noreply.github.com>
+Alexey Dubrov <nevermind1025@gmail.com>
+Alexey Kopytko <alexey@kopytko.com>
Alexey Parfenov <zxed@alkatrazstudio.net>
Alexis Williams <typedrat@users.noreply.github.com>
alexpinel <93524949+alexpinel@users.noreply.github.com>
@@ -108,16 +142,24 @@ amd-lalithnc <lalithnc@amd.com>
Amir <amir_zia@outlook.com>
amirai21 <89905406+amirai21@users.noreply.github.com>
AmirAli Mirian <37371367+amiralimi@users.noreply.github.com>
+Amos Wong <8733840+amoshydra@users.noreply.github.com>
amritahs-ibm <amritahs@linux.vnet.ibm.com>
+An Long <aisk@users.noreply.github.com>
AN Long <aisk@users.noreply.github.com>
+Anand Patil <126432639+AnandPatil1@users.noreply.github.com>
Ananta Bastola <anantarajbastola@gmail.com>
Anas Ahouzi <112881240+aahouzi@users.noreply.github.com>
Anav Prasad <anavp@nvidia.com>
anavp-nvidia <anavp@nvidia.com>
+anchortense <daniel.redshaw@uqconnect.edu.au>
Andika Wasisto <andika@wasisto.com>
András Salamon <ott2@users.noreply.github.com>
+Andrea Arcangeli <aarcange@redhat.com>
+Andrea Richiardi <a.richiardi.work@gmail.com>
Andreas (Andi) Kunar <andreask@msn.com>
Andreas Kieslinger <47689530+aendk@users.noreply.github.com>
+Andreas Krebbel <krebbel@linux.ibm.com>
+Andreas Obersteiner <limez@protonmail.com>
Andrei <abetlen@gmail.com>
Andrew Aladjev <aladjev.andrew@gmail.com>
Andrew Canis <andrew.canis@gmail.com>
@@ -126,9 +168,13 @@ Andrew Duffy <a10y@users.noreply.github.com>
Andrew Godfrey <AndrewGodfrey@users.noreply.github.com>
Andrew Marshall <andrew@johnandrewmarshall.com>
Andrew Minh Nguyen <40281306+amqdn@users.noreply.github.com>
+Andrew Smith <atsmith19@comcast.net>
andrijdavid <david@geek.mg>
Andy Salerno <andysalerno@gmail.com>
Andy Tai <andy-tai@users.noreply.github.com>
+Andy Williams <8692+sobakasu@users.noreply.github.com>
+andyluo7 <43718156+andyluo7@users.noreply.github.com>
+Angel Galindo <131726962+AngelGalindo7@users.noreply.github.com>
Ankur Verma <31362771+ankurvdev@users.noreply.github.com>
anon998 <131767832+anon998@users.noreply.github.com>
Anri Lombard <anri.m.lombard@gmail.com>
@@ -140,7 +186,10 @@ Anton Mitkov <anton_b_mitkov@abv.bg>
Anton Mitkov <anton.mitkov@codeplay.com>
Antonis Makropoulos <benuix@gmail.com>
Anudit Nagar <nagaranudit@gmail.com>
+Anuj Attri <anujattri01@gmail.com>
anzz1 <anzz1@live.com>
+Aparna M P <aparmp@qti.qualcomm.com>
+Aparna M P <quic_aparmp@quicinc.com>
apaz <aarpazdera@gmail.com>
apcameron <37645737+apcameron@users.noreply.github.com>
arch-btw <57669023+arch-btw@users.noreply.github.com>
@@ -149,11 +198,13 @@ ardfork <134447697+ardfork@users.noreply.github.com>
Arik Poznanski <arikpoz@users.noreply.github.com>
arlo-phoenix <140345165+arlo-phoenix@users.noreply.github.com>
Armen Kaleshian <kriation@users.noreply.github.com>
+Arsen Arutunan <58118221+limloop@users.noreply.github.com>
Artem <guinmoon@gmail.com>
Artem Zinnatullin <ceo@abstractny.gay>
Artyom Lebedev <vagran.ast@gmail.com>
aryantandon01 <80969509+aryantandon01@users.noreply.github.com>
Asbjørn Olling <asbjornolling@gmail.com>
+asf0 <scorpionspfc@gmail.com>
Ásgeir Bjarni Ingvarsson <asgeir@fundinn.org>
Asghar Ghorbani <a-ghorbani@users.noreply.github.com>
Ashish <1856117+ashishdatta@users.noreply.github.com>
@@ -162,10 +213,12 @@ Ashraful Islam <ashraful.meche@gmail.com>
AT <manyoso@users.noreply.github.com>
at8u <129688334+at8u@users.noreply.github.com>
Atharva Dubey <atharva.dubey@codeplay.com>
+Atomic-Germ <97569476+Atomic-Germ@users.noreply.github.com>
Atsushi Tatsuma <yoshoku@outlook.com>
aubreyli <aubreylee@gmail.com>
Austin <77757836+teleprint-me@users.noreply.github.com>
AustinMroz <austinmroz@utexas.edu>
+AUTOMATIC1111 <16777216c@gmail.com>
automaticcat <daogiatuank54@gmail.com>
awatuna <23447591+awatuna@users.noreply.github.com>
b4b4o <zwbao@foxmail.com>
@@ -174,6 +227,7 @@ BADR <contact@pythops.com>
bagheera <59658056+bghira@users.noreply.github.com>
Bailey Chittle <39804642+bachittle@users.noreply.github.com>
bandoti <141645996+bandoti@users.noreply.github.com>
+Bar Haim <barvhaim@gmail.com>
BarfingLemurs <128182951+BarfingLemurs@users.noreply.github.com>
Bart Louwers <bart.louwers@gmail.com>
Bartowski <3266127+bartowski1182@users.noreply.github.com>
@@ -184,24 +238,35 @@ BB-fat <45072480+BB-fat@users.noreply.github.com>
Behnam M <58621210+ibehnam@users.noreply.github.com>
beiller <beiller@gmail.com>
Beinsezii <39478211+Beinsezii@users.noreply.github.com>
+Belem Zhang <belem.zhang@intel.com>
Ben Ashbaugh <ben.ashbaugh@intel.com>
Ben Chen <chanben04gz@gmail.com>
Ben Garney <bengarney@users.noreply.github.com>
+Ben Guidarelli <ben.guidarelli@gmail.com>
+Ben Racicot <1815385+BenRacicot@users.noreply.github.com>
Ben Siraphob <bensiraphob@gmail.com>
Ben Williams <ben@719ben.com>
Benjamin Findley <39356821+Kartoffelsaft@users.noreply.github.com>
Benjamin Lecaillon <84293038+blecaillon@users.noreply.github.com>
Benni <73313922+BenjaminBruenau@users.noreply.github.com>
Benson Wong <mostlygeek@gmail.com>
+Berk Idem <55372926+berkidem@users.noreply.github.com>
+Bernard Ladenthin <bernard.ladenthin@gmail.com>
Bernat Vadell <hounter.caza@gmail.com>
Bernhard M. Wiedemann <githubbmwprimary@lsmod.de>
Bert Wagner <github@bertwagner.com>
+Bertay Eren <39909689+bertaye@users.noreply.github.com>
+Bhavik Sharda <10757940+BLSharda@users.noreply.github.com>
bhubbb <79117352+bhubbb@users.noreply.github.com>
+Bill Sideris <bill88t@feline.gr>
Billel Mokeddem <billel.mokeddem.ml@gmail.com>
Bingan <70050083+binganao@users.noreply.github.com>
+Bipin Yadav <83943505+bipinyadav3175@users.noreply.github.com>
Bizhao Shi <37729561+shibizhao@users.noreply.github.com>
Bjarke Viksøe <164612031+bviksoe@users.noreply.github.com>
Björn Ganster <mail@bjoern-ganster.de>
+BlackFoil <127078112+BlackFoil@users.noreply.github.com>
+BlueMöhre <bluemoehre@gmx.de>
bmwl <brian.marshall@tolko.com>
Bo Zheng <368586905@qq.com>
bobqianic <129547291+bobqianic@users.noreply.github.com>
@@ -223,6 +288,7 @@ bryanSwk <93190252+bryanSwk@users.noreply.github.com>
bsilvereagle <bsilvereagle@users.noreply.github.com>
bssrdf <merlintiger@hotmail.com>
byte-6174 <88070277+byte-6174@users.noreply.github.com>
+Caleb DeLeeuw <143902425+SolshineCode@users.noreply.github.com>
Calvin Laurenson <calvin@laurenson.dev>
Cameron <csteele@steelecameron.com>
Cameron Kaiser <classilla@users.noreply.github.com>
@@ -238,6 +304,7 @@ cduk <19917266+cduk@users.noreply.github.com>
cebtenzzre <cebtenzzre@gmail.com>
Cebtenzzre <cebtenzzre@gmail.com>
CentricStorm <CentricStorm@users.noreply.github.com>
+Cetarthoriphros <cetarthoriphros@gmail.com>
Chad Brewbaker <crb002@gmail.com>
Chad Voegele <chadvoegele@users.noreply.github.com>
chaihahaha <chai836275709@gmail.com>
@@ -248,15 +315,20 @@ characharm <123120856+characharm@users.noreply.github.com>
Charles Duffy <charles@dyfis.net>
Charles Xu <63788048+chaxu01@users.noreply.github.com>
Charles Xu <charles.xu@arm.com>
+Chedrian07 <108463785+Chedrian07@users.noreply.github.com>
chen fan <350211548@qq.com>
Chen Xi <xi2.chen@intel.com>
Chen Xi <xixichen08@foxmail.com>
+Chen Yuan <constant.chen@uwaterloo.ca>
+Chen Yuan <constantchen525@gmail.com>
Cheng Shao <terrorjack@type.dance>
Chenguang Li <757486878@qq.com>
Chenguang Li <87689256+noemotiovon@users.noreply.github.com>
+Chipmunk <101038159+CHIPMUNK-T0T@users.noreply.github.com>
chiranko <96988916+chiranko@users.noreply.github.com>
Chris Elrod <elrodc@gmail.com>
Chris Kuehl <ckuehl@ckuehl.me>
+Chris Lee <clee@mg8.org>
Chris Peterson <cpeterson@mozilla.com>
Chris Rohlf <chris.rohlf@gmail.com>
Chris Thompson <christopherthompson81@gmail.com>
@@ -264,11 +336,16 @@ Christian Demsar <christian@github.email.demsar.us>
Christian Demsar <crasm@git.vczf.us>
Christian Falch <875252+chrfalch@users.noreply.github.com>
Christian Fillion <cfillion@users.noreply.github.com>
+Christian Hoener zu Siederdissen <software@siederdissen.eu>
Christian Kastner <ckk@kvr.at>
Christian Kögler <ck3d@gmx.de>
Christian Köhnenkamp <cvk5@me.com>
+Christian Schmitz <support@monkeybreadsoftware.de>
Christian Zhou-Zheng <59622928+christianazinn@users.noreply.github.com>
+Christopher Albert <albert@tugraz.at>
+Christopher Maher <chris@mahercode.io>
Christopher Nielsen <62156882+mascguy@users.noreply.github.com>
+Chyan <163109379+chyan8@users.noreply.github.com>
City <125218114+city96@users.noreply.github.com>
CJ Pais <cj@cjpais.com>
Clark Saben <76020733+csaben@users.noreply.github.com>
@@ -288,12 +365,15 @@ Congcong Cai <congcongcai0907@163.com>
Conrad Kramer <conrad@conradkramer.com>
Copilot <198982749+Copilot@users.noreply.github.com>
Corentin REGAL <corentin.regal@gmail.com>
+cphlipot <9103367+cphlipot@users.noreply.github.com>
cpumaxx <163466046+cpumaxx@users.noreply.github.com>
crasm <crasm@git.vczf.net>
crasm <crasm@git.vczf.us>
crat0z <11581854+crat0z@users.noreply.github.com>
CRD716 <crd716@gmail.com>
CrispStrobe <154636388+CrispStrobe@users.noreply.github.com>
+Cristiano Pinto <140563307+crowmoed@users.noreply.github.com>
+crsawyer <7572190+crsawyer@users.noreply.github.com>
Csaba Kecskemeti <csaba.kecskemeti@gmail.com>
Cuong Trinh Manh <nguoithichkhampha@gmail.com>
daboe01 <daboe01@googlemail.com>
@@ -301,6 +381,7 @@ daghanerdonmez <44506702+daghanerdonmez@users.noreply.github.com>
Damian Stewart <d@damianstewart.com>
daminho <37615795+daminho@users.noreply.github.com>
DAN™ <dranger003@gmail.com>
+Dan Hoffman <43101339+thedanhoffman@users.noreply.github.com>
Dan Johansson <164997844+eddnjjn@users.noreply.github.com>
Dan Johansson <dan.johansson@arm.com>
Dane Madsen <dane_madsen@hotmail.com>
@@ -308,6 +389,7 @@ DaniAndTheWeb <57776841+DaniAndTheWeb@users.noreply.github.com>
Daniel Benjaminsson <danielbenjaminsson@users.noreply.github.com>
Daniel Bevenius <daniel.bevenius@gmail.com>
Daniel Drake <drake@endlessos.org>
+Daniel Elliott <ssfdre38@msn.com>
Daniel Han <danielhanchen@gmail.com>
Daniel Hiltgen <dhiltgen@users.noreply.github.com>
Daniel Illescas Romero <illescas.daniel@protonmail.com>
@@ -324,9 +406,11 @@ Dave <dave-fl@users.noreply.github.com>
Dave Airlie <airlied@gmail.com>
Dave Airlie <airlied@redhat.com>
Dave Della Costa <ddellacosta+github@gmail.com>
+Davi Henrique Linhares <38295327+WizardlyBump17@users.noreply.github.com>
David Chiu <david20571015@gmail.com>
David Friehs <david@friehs.info>
David Huang <1969802+hjc4869@users.noreply.github.com>
+David Huggins-Daines <dhd@ecolingui.ca>
David Kennedy <dakennedyd@gmail.com>
David Lima <contato@davidlima.com.br>
David Pflug <david@pflug.email>
@@ -334,10 +418,13 @@ david raistrick <keen99@users.noreply.github.com>
David Renshaw <dwrenshaw@gmail.com>
David Ribeiro Alves <davidralves@gmail.com>
David Sommers <12738+databyte@users.noreply.github.com>
+David Spruill <62445444+Spruill-1@users.noreply.github.com>
David Yang <davidyang6us@gmail.com>
David Zhao <90013954+Your-Cheese@users.noreply.github.com>
+David366AI <86212041+David366AI@users.noreply.github.com>
davidef <davidef1986@gmail.com>
DavidKorczynski <david@adalogics.com>
+davidrhodus <david@vacovideo.com>
Dawid Potocki <github@dawidpotocki.com>
Dawid Wysocki <62249621+TortillaZHawaii@users.noreply.github.com>
ddh0 <chemist-mulches-39@icloud.com>
@@ -345,11 +432,16 @@ ddh0 <dylanhalladay02@icloud.com>
ddpasa <112642920+ddpasa@users.noreply.github.com>
DDXDB <38449595+DDXDB@users.noreply.github.com>
Dean <Dean.Sinaean@gmail.com>
+decahedron1 <carson@pyke.io>
deepdiffuser <112834445+deepdiffuser@users.noreply.github.com>
deepsek <166548550+deepsek@users.noreply.github.com>
Deins <deinsegle@gmail.com>
Denis Spasyuk <34203011+dspasyuk@users.noreply.github.com>
Derrick T. Woolworth <dwoolworth@gmail.com>
+Dev-iL <6509619+Dev-iL@users.noreply.github.com>
+Dev-X25874 <283057883+Dev-X25874@users.noreply.github.com>
+Devedse <2350015+devedse@users.noreply.github.com>
+Developer-Ecosystem-Engineering <65677710+Developer-Ecosystem-Engineering@users.noreply.github.com>
Deven Mistry <31466137+deven367@users.noreply.github.com>
devojony <61173062+devojony@users.noreply.github.com>
diannao <55k@outlook.com>
@@ -365,7 +457,9 @@ Djip007 <3705339+Djip007@users.noreply.github.com>
Djip007 <djip.perois@free.fr>
dm4 <dm4@secondstate.io>
dm4 <sunrisedm4@gmail.com>
+Dmitry Atamanov <data-man@users.noreply.github.com>
Dmytro Minochkin <dmytro.minochkin@gmail.com>
+Dmytro Romanov <casteldazur@gmail.com>
Dobri Danchev <12420863+danchev@users.noreply.github.com>
DocShotgun <126566557+DocShotgun@users.noreply.github.com>
Doctor Shotgun <126566557+DocShotgun@users.noreply.github.com>
@@ -375,6 +469,7 @@ Donghyeon Jeong <54725479+djeong20@users.noreply.github.com>
Dongliang Wei <121270393+wdl339@users.noreply.github.com>
Doomsdayrs <38189170+Doomsdayrs@users.noreply.github.com>
DooWoong Lee (David) <manics99@naver.com>
+DorianRudolph <dorianrudo97@googlemail.com>
Dorin-Andrei Geman <doringeman@gmail.com>
dotpy314 <33351922+dotpy314@users.noreply.github.com>
Dou Xinpeng <15529241576@163.com>
@@ -383,7 +478,9 @@ Douglas Hanley <thesecretaryofwar@gmail.com>
Dowon <ks2515@naver.com>
Dr. Tom Murphy VII Ph.D <499244+tom7@users.noreply.github.com>
drbh <david.richard.holtz@gmail.com>
+drrros <52050875+drrros@users.noreply.github.com>
ds5t5 <145942675+ds5t5@users.noreply.github.com>
+dskwe <dskwelmcy@163.com>
duduta <simona.gherman@gmail.com>
dylan <canardleteer@users.noreply.github.com>
eastriver <lee@eastriver.dev>
@@ -395,11 +492,14 @@ Ed Addario <29247825+EAddario@users.noreply.github.com>
Ed Lee <edilee@mozilla.com>
Ed Lepedus <ed.lepedus@googlemail.com>
Eddie-Wang <wangjinheng1120@163.com>
+eduardopessin <100053075+eduardopessin@users.noreply.github.com>
Edward Taylor <edeetee@gmail.com>
eiery <19350831+eiery@users.noreply.github.com>
Elaine <elaine.zosa@gmail.com>
Elbios <141279586+Elbios@users.noreply.github.com>
Elton Kola <eltonkola@gmail.com>
+Emanuil Rusev <hello@erusev.com>
+Emil Askerov <56842174+EmilAskerov@users.noreply.github.com>
Emmanuel Ferdman <emmanuelferdman@gmail.com>
Emreerdog <34742675+Emreerdog@users.noreply.github.com>
Engininja2 <139037756+Engininja2@users.noreply.github.com>
@@ -407,6 +507,8 @@ Equim <sayaka@ekyu.moe>
Eric Curtin <ecurtin@redhat.com>
Eric Curtin <eric.curtin@docker.com>
Eric Curtin <ericcurtin17@gmail.com>
+Eric Hartford <ehartford@gmail.com>
+Eric Hsieh <benson.doraemon@gmail.com>
Eric Sommerlade <es0m@users.noreply.github.com>
Eric Zhang <34133756+EZForever@users.noreply.github.com>
eric8607242 <e0928021388@gmail.com>
@@ -414,8 +516,10 @@ Erik Garrison <erik.garrison@gmail.com>
Erik Scholz <Green-Sky@users.noreply.github.com>
Ervin Áron Tasnádi <etasnadi@protonmail.com>
Esko Toivonen <eskot98@gmail.com>
+Ethan Turner <eturner64@gmail.com>
Ettore Di Giacinto <mudler@users.noreply.github.com>
EugeoSynthesisThirtyTwo <gabriel.dhimoila@gmail.com>
+Evan Huus <eapache@gmail.com>
Evan Jones <evan.q.jones@gmail.com>
Evan Miller <emmiller@gmail.com>
Eve <139727413+netrunnereve@users.noreply.github.com>
@@ -434,21 +538,29 @@ Fan Shupei <dymarkfan@outlook.com>
FantasyGmm <16450052+FantasyGmm@users.noreply.github.com>
fanyang <fanyang89@outlook.com>
Farbod Bijary <110523279+farbodbj@users.noreply.github.com>
+Fathi Boudra <fathi.boudra@linaro.org>
Fattire <528174+fat-tire@users.noreply.github.com>
+felix <felix314159@users.noreply.github.com>
Felix <stenbackfelix@gmail.com>
fengerhu1 <2748250768@qq.com>
fidoriel <49869342+fidoriel@users.noreply.github.com>
+fiesh <fiesh@zefix.tv>
Finn Voorhees <finnvoorhees@gmail.com>
Firat <firatkiral@gmail.com>
FirstTimeEZ <179362031+FirstTimeEZ@users.noreply.github.com>
fj-y-saito <85871716+fj-y-saito@users.noreply.github.com>
FK <sozforex@gmail.com>
+fl0rianr <226492742+fl0rianr@users.noreply.github.com>
+fl0rianr <f.reinle@otec.de>
Florent BENOIT <fbenoit@redhat.com>
Florian Badie <florianbadie@odrling.xyz>
Folko-Ven <71110216+Folko-Ven@users.noreply.github.com>
+forforever73 <63285796+forforever73@users.noreply.github.com>
Foul-Tarnished <107711110+Foul-Tarnished@users.noreply.github.com>
Francisco Herrera <ppaanncchhoo507@gmail.com>
Francisco Melo <43780565+francis2tm@users.noreply.github.com>
+Francois Dugast <francois.dugast@intel.com>
+franitel <franitel@gmx.com>
Frank Mai <thxcode0824@gmail.com>
FrankHB <frankhb1989@gmail.com>
Frankie Robertson <frankier@users.noreply.github.com>
@@ -456,7 +568,10 @@ fraxy-v <65565042+fraxy-v@users.noreply.github.com>
Fred Douglas <43351173+fredlas@users.noreply.github.com>
Frederik Vogel <Schaltfehler@users.noreply.github.com>
Fredrik Hultin <noname@nurd.se>
+fredzillman <fzillman@gmail.com>
frob <rick+github@frob.com.au>
+Frosty40 <newjordan@gmail.com>
+Funtowicz Morgan <mfuntowicz@users.noreply.github.com>
fxzjshm <11426482+fxzjshm@users.noreply.github.com>
g2mt <166577174+g2mt@users.noreply.github.com>
Gabe Goodhart <gabe.l.hart@gmail.com>
@@ -468,13 +583,24 @@ GainLee <perfecter.gen@gmail.com>
Galunid <karolek1231456@gmail.com>
Gary Linscott <glinscott@gmail.com>
Gary Mulder <gjmulder@gmail.com>
+Gaspard Petit <gaspardpetit@gmail.com>
gatbontonpc <gatbontonpc@gmail.com>
Gaurav Garg <52341457+gaugarg-nv@users.noreply.github.com>
Gaurav Garg <gaugarg@nvidia.com>
+Gautam0507 <110854761+Gautam0507@users.noreply.github.com>
Gavin Zhao <gavinzhaojw@protonmail.com>
Genkagaku.GPT <hlhr202@163.com>
+Geo Maciolek <geoffmaciolek@gmail.com>
+George <35490284+noctrex@users.noreply.github.com>
Georgi Gerganov <ggerganov@gmail.com>
+Geramy Loveless <gloveless@jqluv.com>
+Gerard Guillemas Martos <gguillemas@users.noreply.github.com>
+Gerard Martinez <gmarzjr@proton.me>
+Gerben van V <gerbenvv@gmail.com>
+Gezahegne <gezahegne.yirefu@gmail.com>
+ghleg <aoleg@users.noreply.github.com>
Gian-Carlo Pascutto <gcp@sjeng.org>
+GiantPrince <90118823+GiantPrince@users.noreply.github.com>
GideonSerf <gdserf.gs@gmail.com>
Gilad S <giladgd@users.noreply.github.com>
Gilad S. <7817232+giladgd@users.noreply.github.com>
@@ -491,6 +617,10 @@ grahameth <96447521+grahameth@users.noreply.github.com>
Gregor Jasny <gjasny@googlemail.com>
Grzegorz Grasza <xek@redhat.com>
gtygo <gtydoit@gmail.com>
+Guanhuai Zhang <67999475+BiReRa@users.noreply.github.com>
+Guido Imperiale <crusaderky@gmail.com>
+Guido Imperiale <gimperiale@openteams.com>
+Guilherme Quintino <gui8396@gmail.com>
Guillaume "Vermeille" Sanchez <Guillaume.V.Sanchez@gmail.com>
Guillaume Wenzek <gwenzek@users.noreply.github.com>
Guoliang Hua <32868157+nbcsm@users.noreply.github.com>
@@ -499,6 +629,7 @@ Guspan Tanadi <36249910+guspan-tanadi@users.noreply.github.com>
Gustavo Rocha Dias <91472747+gustrd@users.noreply.github.com>
Guus Waals <_@guusw.nl>
Guy Goldenberg <guy110698@gmail.com>
+guyfischman <138163913+guyfischman@users.noreply.github.com>
gwjr <502526+gwjr@users.noreply.github.com>
h-h-h-h <13482553+h-h-h-h@users.noreply.github.com>
Haggai Nuchi <h.nuchi@gmail.com>
@@ -506,21 +637,31 @@ Haiyue Wang <haiyuewa@163.com>
Halalaluyafail3 <55773281+Halalaluyafail3@users.noreply.github.com>
Hale Chan <halechan@qq.com>
Hamdoud Hakem <90524568+hamdoudhakem@users.noreply.github.com>
+Hamish M. Blair <hmblair@stanford.edu>
Han Qingzhe <95479277+hNSBQZ@users.noreply.github.com>
Han Yin <han.yin@arm.com>
HanishKVC <hanishkvc@gmail.com>
hankcs <cnhankmc@gmail.com>
+Hans Florian <hansolosan@gmail.com>
+Hao-Chen2337 <2113996104@qq.com>
Haohui Mai <ricetons@gmail.com>
+HaoJun ZHANG <neroued@gmail.com>
haopeng <657407891@qq.com>
Haowei Wu <breadcyanide@icloud.com>
Haoxiang Fei <tonyfettes@tonyfettes.com>
Harald Fernengel <harald.fernengel@here.com>
+Harapan Rachman <harapanrachman@gmail.com>
+Harkirat Gill <harkirat.gill@amd.com>
+HarrisonSec <gzxharrison@gmail.com>
Hatsune Miku <129688334+at8u@users.noreply.github.com>
HatsuneMikuUwU33 <173229399+HatsuneMikuUwU33@users.noreply.github.com>
Haus1 <haus.xda@gmail.com>
+hcl <chenglunhu@gmail.com>
Héctor Estrada Moreno <hectorem2@gmail.com>
+helanfxz <126638465+helanfxz@users.noreply.github.com>
HelloKS <kqwe1859@gmail.com>
Helton Reis <47722840+HRKings@users.noreply.github.com>
+Hemanth Battu <56206750+hbattu73@users.noreply.github.com>
Hendrik Erz <hendrik@zettlr.com>
Henk Poley <HenkPoley@gmail.com>
Henri Vasserman <henv@hot.ee>
@@ -534,20 +675,30 @@ Hesen Peng <hesen.peng@gmail.com>
HighDoping <highdoping@gmail.com>
HimariO <dsfhe49854@gmail.com>
hipudding <huafengchun@gmail.com>
+Hitesh Chopra <34310832+hiteshchopra11@users.noreply.github.com>
hksdpc255 <43977088+hksdpc255@users.noreply.github.com>
+hmscider <201289679+hmscider@users.noreply.github.com>
Hoang Nguyen <hugo53@users.noreply.github.com>
hoangmit <hoangmit@users.noreply.github.com>
+hogeheer499-commits <hogeheer499@gmail.com>
+hokanosekai <69720899+hokanosekai@users.noreply.github.com>
+Holger Voormann <github@voormann.de>
HonestQiao <honestqiao@gmail.com>
Hong Bo PENG <penghb@cn.ibm.com>
hongbo.mo <352280764@qq.com>
+Hongqiang Wang <66336067+wanghqc@users.noreply.github.com>
+Hongqiang Wang <wangh@qti.qualcomm.com>
Hongyu Ouyang <96765450+casavaca@users.noreply.github.com>
hopkins385 <98618192+hopkins385@users.noreply.github.com>
+hourhl <67227355+hourhl@users.noreply.github.com>
Howard Su <howard0su@gmail.com>
howlger <eclipse@voormann.de>
howlger <github@voormann.de>
+hrushitfujitsu <Hrushit.Kakadia@fujitsu.com>
Hua Jiang <allenhjiang@outlook.com>
Huang Qi <huangqi3@xiaomi.com>
Huawei Lin <huaweilin.cs@gmail.com>
+Hugo <hugo@whynothugo.nl>
Hugo Roussel <hugo.rous@gmail.com>
Huifeng Ou <79071290+ho2103@users.noreply.github.com>
hutli <6594598+hutli@users.noreply.github.com>
@@ -555,9 +706,11 @@ hutli <hutli@hutli.hu>
hutli <jensstaermose@hotmail.com>
hxer7963 <hxer7963@gmail.com>
hydai <z54981220@gmail.com>
+iacopPBK <iacopogiottorossi@gmail.com>
iacore <74560659+iacore@users.noreply.github.com>
Ian Bull <irbull@eclipsesource.com>
Ian Bull <irbull@gmail.com>
+Ian Faust <icfaust@gmail.com>
Ian Scrivener <github@zilogy.asia>
ibrahim khadraoui <132432132+ibrahimkhadraoui@users.noreply.github.com>
Icecream95 <the.real.icecream95@gmail.com>
@@ -568,13 +721,19 @@ igardev <49397134+igardev@users.noreply.github.com>
igarnier <igarnier@protonmail.com>
IgnacioFDM <ignaciofdm@gmail.com>
Igor Okulist <okigan@gmail.com>
+Igor Rudenko <iostream64@gmail.com>
Igor Smirnov <smirnoviv@rambler.ru>
Ihar Hrachyshka <ihar.hrachyshka@gmail.com>
Ihar Hrachyshka <ihrachys@redhat.com>
+ihb2032 <40718643+ihb2032@users.noreply.github.com>
Ikko Eltociear Ashimine <eltociear@gmail.com>
Ilia Ilmer <iliailmer@users.noreply.github.com>
+Ilya <ilya77105@gmail.com>
Ilya Kurdyukov <59548320+ilyakurdyukov@users.noreply.github.com>
Imad Saddik <79410781+ImadSaddik@users.noreply.github.com>
+iMil <imil@NetBSD.org>
+Incarnas <119618389+bit-incarnas@users.noreply.github.com>
+Intel AI Get-to Market Customer Success and Solutions <ai.gtm.css@gmail.com>
intelmatt <61025942+intelmatt@users.noreply.github.com>
iohub <rickyang.pro@gmail.com>
Ionoclast Laboratories <brigham@ionoclast.com>
@@ -583,8 +742,10 @@ Isaac McFadyen <isaac@imcf.me>
IsaacDynamo <61521674+IsaacDynamo@users.noreply.github.com>
Ishaan Gandhi <Ishaangandhi@gmail.com>
iSma <ismail.senhaji@gmail.com>
+Ismail <115064057+AlrIsmail@users.noreply.github.com>
issixx <46835150+issixx@users.noreply.github.com>
Ivan <nekotekina@gmail.com>
+Ivan Chikish <nekotekina@gmail.com>
Ivan Filipov <159561759+vanaka11@users.noreply.github.com>
Ivan Komarov <Ivan.Komarov@dfyz.info>
Ivan Stepanov <ivanstepanovftw@gmail.com>
@@ -596,6 +757,7 @@ Jack Mousseau <jack@software.inc>
Jack Mousseau <jmousseau@users.noreply.github.com>
JackJollimore <130917767+JackJollimore@users.noreply.github.com>
jacobi petrucciani <8117202+jpetrucciani@users.noreply.github.com>
+Jaden_Mach <88880593+jadenmach2@users.noreply.github.com>
Jaeden Amero <jaeden@patater.com>
Jaemin Son <woalsdnd@gmail.com>
Jafar Uruç <jafar.uruc@gmail.com>
@@ -604,11 +766,15 @@ jaime-m-p <167997752+jaime-m-p@users.noreply.github.com>
Jake Karnes <jake.karnes@gmail.com>
Jakkala Mahesh <155058658+MaheshJakkala@users.noreply.github.com>
Jakub N <jakubniemczyk97@gmail.com>
+JamePeng <jame_peng@sina.com>
James A Capozzoli <157492257+jac-jim@users.noreply.github.com>
+James O'Leary <65884233+jpohhhh@users.noreply.github.com>
James Reynolds <magnusviri@users.noreply.github.com>
jameswu2014 <545426914@qq.com>
Jan Boon <jan.boon@kaetemi.be>
Jan Boon <kaetemi@gmail.com>
+Jan Ekström <jeebjp@gmail.com>
+Jan Patrick Lehr <jp.lehr@gmail.com>
Jan Ploski <jpl@plosquare.com>
Jannis Schönleber <joennlae@gmail.com>
Jared Tweed <jaredtwe@gmail.com>
@@ -620,8 +786,10 @@ Jason McCartney <jmac@theroot.org>
Jason Ni <jason.ni.py@gmail.com>
Jason Stillerman <jason.t.stillerman@gmail.com>
jason_w <jason.wang@126.com>
+Jassieluo <130133492+Jassieluo@users.noreply.github.com>
Jay <BusyJay@users.noreply.github.com>
Jay Zenith <162098309+JayZenith@users.noreply.github.com>
+Jayant Lohia <rajiblohia@gmail.com>
JC <43374599+MrSMlT@users.noreply.github.com>
jdomke <28772296+jdomke@users.noreply.github.com>
Jean-Christophe Hoelt <hoelt@fovea.cc>
@@ -633,10 +801,14 @@ Jeffrey Quesnelle <emozilla@nousresearch.com>
Jeremy Demeule <jdemeule@users.noreply.github.com>
Jeremy Rand <244188+JeremyRand@users.noreply.github.com>
Jeroen Mostert <jeroen.mostert@cm.com>
+jeromew <jerome.wagner@m4x.org>
Jesse <jesse@createthis.com>
Jesse Gross <jesse@kernel.org>
Jesse Ikonen <jesse.ikonen@gmail.com>
Jesse Jojo Johnson <williamsaintgeorge@gmail.com>
+Jesse LaRose <jesse@taey.ai>
+Jesse Posner <jesse.posner@gmail.com>
+Jesus Talavera <145992175+jesus-talavera-ibm@users.noreply.github.com>
Jett Janiak <jettjaniak@gmail.com>
Jeximo <jeximo@gmail.com>
JFLFY2255 <JFLFY2255@163.com>
@@ -646,22 +818,28 @@ Jiacheng (Jason) Chen <76919340+jiachengjason@users.noreply.github.com>
Jiahao Li <liplus17@163.com>
jiahao su <damow890@gmail.com>
Jian Liao <jianliao@users.noreply.github.com>
+Jiang, Fish <fish.jiang@intel.com>
JidongZhang-THU <1119708529@qq.com>
Jie Fu (傅杰) <fujie_email@sina.com>
Jie Fu (傅杰) <jiefu@tencent.com>
jiez <373447296@qq.com>
+Jillis ter Hove <j.terhove@gmail.com>
+Jim Wu <jimw567@users.noreply.github.com>
Jinwoo Jeong <33892306+williamjeong2@users.noreply.github.com>
Jinyang He <hejinyang@loongson.cn>
+jinzihao <jinzihao1996@gmail.com>
Jiří Podivín <66251151+jpodivin@users.noreply.github.com>
Jiří Sejkora <Sejseloid@gmail.com>
JJJYmmm <92386084+JJJYmmm@users.noreply.github.com>
jklincn <985765408@qq.com>
jklincn <jklincn@outlook.com>
+JM Robles <roblesjm@gmail.com>
jneem <joeneeman@gmail.com>
Joan Fontanals <jfontanalsmartinez@gmail.com>
Joan Fontanals <joan.fontanals.martinez@jina.ai>
João Dinis Ferreira <hello@joaof.eu>
Joe Eli McIlvain <joe.eli.mac@gmail.com>
+Joe Rowell <joerowell4@gmail.com>
Joe Todd <joe.todd@codeplay.com>
joecryptotoo <80373433+joecryptotoo@users.noreply.github.com>
Johan <JohanAR@users.noreply.github.com>
@@ -670,16 +848,22 @@ Johannes Rudolph <johannes.rudolph@gmail.com>
John <78893154+cmp-nct@users.noreply.github.com>
John Balis <phobossystems@gmail.com>
John Bean <113509988+johnbean393@users.noreply.github.com>
+John Eismeier <42679190+jeis4wpi@users.noreply.github.com>
John Smith <67539080+kingsidelee@users.noreply.github.com>
+Johnathan Craig Maudlin <13183098+jcmdln@users.noreply.github.com>
JohnnyB <jboero@users.noreply.github.com>
johnson442 <56517414+johnson442@users.noreply.github.com>
jojorne <jojorne@users.noreply.github.com>
jon-chuang <9093549+jon-chuang@users.noreply.github.com>
+Jonas Jankaitis <111707981+John-194@users.noreply.github.com>
Jonas Wunderlich <32615971+jonas-w@users.noreply.github.com>
+Jonathan <47618606+jbuchananr@users.noreply.github.com>
+Jonathan Clohessy <jonathan.clohessy@arm.com>
Jonathan Graehl <99024+graehl@users.noreply.github.com>
Jorge A <161275481+jorgealias@users.noreply.github.com>
Jose Maldonado <63384398+yukiteruamano@users.noreply.github.com>
Joseph Stahl <1269177+josephst@users.noreply.github.com>
+Josh Leverette <josh@ceres1.space>
Josh Ramer <josh.ramer@icloud.com>
Joshua Cogliati <jrincayc@users.noreply.github.com>
Joyce <joycebrum@google.com>
@@ -689,7 +873,10 @@ Judd <4046440+foldl@users.noreply.github.com>
Judd <foldl@users.noreply.github.com>
Juk Armstrong <69222624+jukofyork@users.noreply.github.com>
jukofyork <69222624+jukofyork@users.noreply.github.com>
+Julian Pscheid <julian@pscheid.com>
+Julien Chaumond <julien@huggingface.co>
Julien Denize <40604584+juliendenize@users.noreply.github.com>
+Julien Jerphanion <git@jjerphan.xyz>
Julius Arkenberg <arki05@users.noreply.github.com>
Julius Tischbein <jtischbein@nvidia.com>
Julius Tischbein <ju.tischbein@gmail.com>
@@ -698,9 +885,13 @@ Jun Jie <71215065+junnjiee16@users.noreply.github.com>
junchao-loongson <68935141+junchao-loongson@users.noreply.github.com>
junchao-zhao <68935141+junchao-loongson@users.noreply.github.com>
Junil Kim <logyourself@gmail.com>
+Junmo Kim <me@junmo.kim>
Junwon Hwang <nuclear1221@gmail.com>
Junyang Lin <justinlin930319@hotmail.com>
Juraj Bednar <juraj@bednar.io>
+Jürgen Schmied <github@juergenschmied.de>
+JusteLeo <leonard.adamo66@gmail.com>
+Justin Bradford <jabradford@gmail.com>
Justin Parker <jparkerweb@gmail.com>
Justin Santa Barbara <justinsb@google.com>
Justin Suess <justin.suess@westpoint.edu>
@@ -709,63 +900,97 @@ Justine Tunney <jtunney@gmail.com>
Justine Tunney <jtunney@mozilla.com>
Juuso Alasuutari <juuso.alasuutari@gmail.com>
Juyoung Suk <juyoung.suk@trillionlabs.co>
+JvM <mourix@live.nl>
jwj7140 <32943891+jwj7140@users.noreply.github.com>
k.h.lai <adrian.k.h.lai@outlook.com>
+k4ss4n <128936199+k4ss4n@users.noreply.github.com>
+Kaben Nanlohy <kaben.nanlohy@gmail.com>
+Kabir Potdar <kabirpotdar7@gmail.com>
+Kabir08 <62639358+Kabir08@users.noreply.github.com>
Kai Pastor <dg0yt@darc.de>
kaizau <kaizau@users.noreply.github.com>
+Kakaru <97896816+KakaruHayate@users.noreply.github.com>
kallewoof <kalle.alm@gmail.com>
kallewoof <karljohan-alm@garage.co.jp>
kalomaze <66376113+kalomaze@users.noreply.github.com>
+Kamalesh VS <76260512+kkjjkamal123@users.noreply.github.com>
Kamil Tomšík <info@tomsik.cz>
kang <tpdns9032100@gmail.com>
+Kangjia Gao <145212963+kkkzbh@users.noreply.github.com>
Kante Yin <kerthcet@gmail.com>
+karavayev <192749314+karavayev@users.noreply.github.com>
Karol Kontny <82021046+kkontny@users.noreply.github.com>
Karsten Weiss <knweiss@gmail.com>
Karthick <j.karthic2004@gmail.com>
Karthik Kumar Viswanathan <195178+guilt@users.noreply.github.com>
Karthik Sethuraman <k.seth1993@gmail.com>
+Kartik Sirohi <99896785+sirohikartik@users.noreply.github.com>
+Kashif Rasul <kashif.rasul@gmail.com>
KASR <karim.asrih@gmail.com>
Kasumi <90275229+kasumi-1@users.noreply.github.com>
+Katostrofik <georgiopapairo@gmail.com>
katsu560 <118887472+katsu560@users.noreply.github.com>
Kawrakow <48489457+ikawrakow@users.noreply.github.com>
kchro3 <62481661+kchro3@users.noreply.github.com>
+kdkd <2569413+kdkd@users.noreply.github.com>
Keiichi Tabata <keiichi.tabata@outlook.com>
Keke Han <hankeke303@163.com>
Kenvix ⭐ <kenvixzure@live.com>
Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
Kevin Gibbons <bakkot@gmail.com>
+Kevin Hannon <kehannon@redhat.com>
Kevin Ji <1146876+kevinji@users.noreply.github.com>
Kevin Kwok <antimatter15@gmail.com>
+Kevin Liu <4396kevinliu@gmail.com>
Kevin Lo <kevlo@kevlo.org>
Kevin Pouget <kpouget@redhat.com>
Kevin Wang <kevmo314@gmail.com>
+Khashayar Ghafouri <43180261+khashayarghafouri@users.noreply.github.com>
khimaros <me@khimaros.com>
+Kilian Hu <90606809+kilian-hu@users.noreply.github.com>
+Kilian Krampf <kilian@krampf.de>
kiltyj <kiltyj@gmail.com>
Kim S. <polydecay@users.noreply.github.com>
kimminsu <80271594+kimminsu38oo@users.noreply.github.com>
+KITAITI Makoto <KitaitiMakoto@gmail.com>
kiwi <122582483+kiwi142857@users.noreply.github.com>
klosax <131523366+klosax@users.noreply.github.com>
+KokerZhou <111279477+KokerZhou@users.noreply.github.com>
Kolen Cheung <ickc@users.noreply.github.com>
+kononnable <kononnable@gmail.com>
+Konrad Moren <kmoren@nvidia.com>
+konradmb <konradmb@o2.pl>
Konstantin Herud <konstantin.herud@denkbares.com>
Konstantin Zhuravlyov <konstantin.zhuravlyov@amd.com>
+Krishna Sridhar <99914379+srikris-sridhar@users.noreply.github.com>
krystiancha <krystian@krystianch.com>
+kubawoo <k-wach@o2.pl>
+kumaal <44551860+kumaal@users.noreply.github.com>
kunal-vaishnavi <115581922+kunal-vaishnavi@users.noreply.github.com>
kunnis <kunnis@users.noreply.github.com>
Kunshang Ji <kunshang.ji@intel.com>
kuronekosaiko <EvanChanJ@163.com>
+Kusha Gharahi <3326002+kushagharahi@users.noreply.github.com>
kustaaya <58045274+kustaaya@users.noreply.github.com>
kuvaus <22169537+kuvaus@users.noreply.github.com>
+kvc0 <3454741+kvc0@users.noreply.github.com>
+Kwa Jie Hao <31984694+kwajiehao@users.noreply.github.com>
kwin1412 <42286931+kwin1412@users.noreply.github.com>
Kyle Bruene <KyleBruene@users.noreply.github.com>
Kyle Liang <liangmanlai@gmail.com>
Kyle Mistele <kyle@mistele.com>
+KyleHagy <59183061+KyleHagy@users.noreply.github.com>
Kylin <56434533+KyL0N@users.noreply.github.com>
l-austenfeld <53152202+l-austenfeld@users.noreply.github.com>
l3utterfly <gc.pthzfoldr@gmail.com>
+l8bloom <l8bloomapi@gmail.com>
LaffeyNyaa <112215776+LaffeyNyaa@users.noreply.github.com>
laik <laik.lj@me.com>
+lainon1 <271530700+lainon1@users.noreply.github.com>
Lars Grammel <lars.grammel@gmail.com>
Lars Sonchocky-Helldorf <lars.sonchocky-helldorf@hamburg.de>
+las7 <98077186+las7@users.noreply.github.com>
+Lasse Lauwerys <65569591+Iemand005@users.noreply.github.com>
Laura <Tijntje_7@msn.com>
Law Po Ying <30721578+yingying0906@users.noreply.github.com>
lcy <lcy0321@users.noreply.github.com>
@@ -779,6 +1004,7 @@ Lennart Austenfeld <53152202+l-austenfeld@users.noreply.github.com>
leo-pony <nengjunma@outlook.com>
Leon Knauer <git@leonknauer.com>
Leonard Mosescu <tlemo@users.noreply.github.com>
+leonardHONG <2695316095@qq.com>
Leonardo Neumann <leonardo@neumann.dev.br>
LeonEricsson <70749762+LeonEricsson@users.noreply.github.com>
levkropp <levkropp@protonmail.com>
@@ -788,6 +1014,7 @@ lhez <lih@qti.qualcomm.com>
lhez <quic_lih@quicinc.com>
Li Pengzhan <151381994+Lpzhan931@users.noreply.github.com>
Li Tan <tanliboy@gmail.com>
+liminfei-amd <91481003+liminfei-amd@users.noreply.github.com>
limitedAtonement <limitedAtonement@users.noreply.github.com>
Linwei Wang <wanix1988@gmail.com>
Liu Jia <109258120+Septa2112@users.noreply.github.com>
@@ -795,6 +1022,7 @@ Liu Jia <jia3.liu@intel.com>
liuwei-git <14815172+liuwei-git@users.noreply.github.com>
lixing-star <104126818+lixing-star@users.noreply.github.com>
lksj92hs <134250687+lksj92hs@users.noreply.github.com>
+lnigam <lnigam@nvidia.com>
LoganDark <github@logandark.mozmail.com>
Loïc Carrère <loic.carrere@gmail.com>
lon <114724657+longregen@users.noreply.github.com>
@@ -806,6 +1034,9 @@ ltoniazzi <61414566+ltoniazzi@users.noreply.github.com>
Luca Stefani <luca.stefani.ge1@gmail.com>
Lucas Moura Belo <lucas.belo@live.com>
Luciano <lucianostrika44@gmail.com>
+lucy <154630366+lucyknada@users.noreply.github.com>
+Ludovic Henry <git@ludovic.dev>
+Ludovic Henry <ludovic@rivosinc.com>
Lukas Straub <lukasstraub2@web.de>
Łukasz Ślusarczyk <112692748+lslusarczyk@users.noreply.github.com>
Luo Tian <lt@basecity.com>
@@ -815,22 +1046,29 @@ Lyle Dean <dean@lyle.dev>
M-A <maruel@gmail.com>
M. Mediouni <mohamed@unpredictable.fr>
M. Yusuf Sarıgöz <yusufsarigoz@gmail.com>
+M1DNYT3 <42499082+M1DNYT3@users.noreply.github.com>
+m1el <m1el@ya.ru>
m3ndax <adrian.goessl@outlook.com>
Ma Mingfei <mingfei.ma@intel.com>
Maarten ter Huurne <maarten@treewalker.org>
+Maciej Lisowski <39798354+MaciejDromin@users.noreply.github.com>
Mack Straight <eiz@users.noreply.github.com>
maddes8cht <55592906+maddes8cht@users.noreply.github.com>
Maël Kerbiriou <m431.kerbiriou@gmail.com>
MaggotHATE <clay1326@gmail.com>
+MagicExists <106458387+gugugiyu@users.noreply.github.com>
magicse <magicse@users.noreply.github.com>
+Mahdiou Diallo <104755555+mahdiou@users.noreply.github.com>
Mahekk Shaikh <118063190+Mahekk357@users.noreply.github.com>
Mahesh Madhav <67384846+heshpdx@users.noreply.github.com>
mahorozte <41834471+mahorozte@users.noreply.github.com>
makomk <makosoft@googlemail.com>
+manayang <jackmanayang@gmail.com>
manikbhandari <mbbhandarimanik2@gmail.com>
Manuel <44313466+makuche@users.noreply.github.com>
maor-ps <154728172+maor-ps@users.noreply.github.com>
Marc Köhlbrugge <subscriptions@marckohlbrugge.com>
+Marcel Petrick <mail@marcelpetrick.it>
Marcello Seri <mseri@users.noreply.github.com>
Marco Matthies <71844+marcom@users.noreply.github.com>
Marcos Del Sol Vives <marcos@orca.pet>
@@ -838,21 +1076,30 @@ marcoStocchi <marcostocchi77@gmail.com>
Marcus Dunn <51931484+MarcusDunn@users.noreply.github.com>
Marek Hradil jr. <marek.hradil@outlook.com>
Marian Cepok <marian.cepok@gmail.com>
+Mario <191101255+wariuccio@users.noreply.github.com>
+Mario Limonciello <mario.limonciello@amd.com>
+Mario Limonciello <superm1@kernel.org>
Marius Gerdes <141485318+mglambda@users.noreply.github.com>
Mariusz Woloszyn <emsi@users.noreply.github.com>
Mark Fairbairn <thebaron88@gmail.com>
Mark Zhuang <zhuangqiubin@gmail.com>
Marko Tasic <mtasic85@gmail.com>
+Markus Ebner <seijikun@users.noreply.github.com>
Markus Tavenrath <mtavenrath@users.noreply.github.com>
+Martin Andersson <zoi@inversi0n.org>
+Martin Chang <marty1885@users.noreply.github.com>
Martin Delille <martin@delille.org>
+Martin Klacer <martin.klacer@arm.com>
Martin Krasser <krasserm@googlemail.com>
Martin Schwaighofer <mschwaig@users.noreply.github.com>
Marvin Gießing <marvin.giessing@gmail.com>
+Marxist-Leninist <31905382+Marxist-Leninist@users.noreply.github.com>
Masashi Yoshimura <yoshimura.masashi.frbs@gmail.com>
Masato Nakasaka <masato.nakasaka@intel.com>
Masato Nakasaka <rillomas@gmail.com>
Masaya, Kato <62578291+msy-kato@users.noreply.github.com>
mashdragon <122402293+mashdragon@users.noreply.github.com>
+Mason Milburn <masonmilby@gmail.com>
MasterYi1024 <39848311+MasterYi1024@users.noreply.github.com>
Mateusz Charytoniuk <mateusz.charytoniuk@protonmail.com>
Matheus C. França <matheus-catarino@hotmail.com>
@@ -863,9 +1110,13 @@ Mathieu Nayrolles <MathieuNls@users.noreply.github.com>
Mathijs de Bruin <mathijs@mathijsfietst.nl>
Mathijs Henquet <mathijs.henquet@gmail.com>
matiaslin <45382001+matiaslin@users.noreply.github.com>
+Matt <matt@wayouthere.co.uk>
Matt Clayton <156335168+mattjcly@users.noreply.github.com>
+Matt Corallo <649246+TheBlueMatt@users.noreply.github.com>
+Matt Jallo <matt@mattjallo.com>
Matt Pulver <matt.pulver@heavy.ai>
Matt Stephenson <mstephenson6@users.noreply.github.com>
+Matt Thompson <111157855+boondocklabs@users.noreply.github.com>
matt23654 <193348153+matt23654@users.noreply.github.com>
matt23654 <matthew.webber@protonmail.com>
matteo <matteo.serva@gmail.com>
@@ -875,7 +1126,9 @@ Matteo Mortari <matteo.mortari@gmail.com>
Mattheus Chediak <shammcity00@gmail.com>
Matthew Michel <matthew.michel@intel.com>
Matthew Tejo <matthew.tejo@gmail.com>
+Matthias Straka <59084281+matthiasstraka@users.noreply.github.com>
Matthieu Coudron <886074+teto@users.noreply.github.com>
+Matti4 <ristorim013@gmail.com>
Mattt <mattt@me.com>
Matvey Soloviev <blackhole89@gmail.com>
Max Krasnyansky <max.krasnyansky@gmail.com>
@@ -883,12 +1136,18 @@ Max Krasnyansky <maxk@qti.qualcomm.com>
Max Krasnyansky <quic_maxk@quicinc.com>
Maxim Evtush <154841002+maximevtush@users.noreply.github.com>
Maxime <672982+maximegmd@users.noreply.github.com>
+Maximilian Werk <maximilian.werk@gmx.de>
Maximilian Winter <maximilian.winter.91@gmail.com>
mdrokz <mohammadmunshi@gmail.com>
+meatposes <computerdork@verizon.net>
MeeMin <74113151+Meet91721@users.noreply.github.com>
+megemini <megemini@outlook.com>
+Mendy Berger <12537668+MendyBerger@users.noreply.github.com>
Meng Zhang <meng@tabbyml.com>
Meng, Hengyu <hengyu.meng@intel.com>
Mengqing Cao <cmq0113@163.com>
+Mengsheng Wu <mengshen@qti.qualcomm.com>
+Mengsheng Wu <mengshengwu@outlook.com>
Merrick Christensen <merrick.christensen@gmail.com>
mgroeber9110 <45620825+mgroeber9110@users.noreply.github.com>
Miaoqian Lin <linmq006@gmail.com>
@@ -898,41 +1157,56 @@ Michaël de Vries <vriesdemichael@gmail.com>
Michael Engel <mengel@redhat.com>
Michael Francis <edude03@gmail.com>
Michael Giba <michaelgiba@gmail.com>
+Michael Grau <GreyWorks@users.noreply.github.com>
+Michael Huang <15768500+tehsiuhuang@users.noreply.github.com>
Michael Hueschen <m@mhueschen.dev>
Michael Kesper <mkesper@schokokeks.org>
Michael Klimenko <mklimenko29@gmail.com>
+Michael Lamothe <michael.lamothe@gmail.com>
Michael Podvitskiy <podvitskiymichael@gmail.com>
Michael Potter <NanoTekGuy@Gmail.com>
Michael Wand <michael@baybridgeaquarium.com>
+michaeltrabalka-tech <michael.trabalka@gmail.com>
Michał Moskal <michal@moskal.me>
+Michał Piszczek <michal@piszczek.pl>
Michał Tuszyński <srgtuszy@gmail.com>
Michelle Tan <41475767+MichelleTanPY@users.noreply.github.com>
+Mickael Desgranges <md-github@mkdgs.fr>
midnight <midnightmagic@users.noreply.github.com>
Mihai <mihai.chirculescu@yahoo.com>
Mike <ytianhui2004@gmail.com>
Mike Abbott <furrysalamander@gmail.com>
Mike Abbott <michael.abbott@lvt.com>
+Mikhail Podvitskii <podvitskiymichael@gmail.com>
Mikko Juola <mikjuo@gmail.com>
+Mikolaj Kucharski <mikolaj@kucharski.name>
Min-Hua <136287195+Min-Hua@users.noreply.github.com>
minarchist <minarchist@users.noreply.github.com>
Minsoo Cheong <54794500+mscheong01@users.noreply.github.com>
Minsoo Cheong <icycle0409@snu.ac.kr>
Mirko185 <mirkosig@gmail.com>
Mirror Azure <54669636+MirrorAzure@users.noreply.github.com>
+Mishusha <55416420+Mishusha@users.noreply.github.com>
MistApproach <98988043+MistApproach@users.noreply.github.com>
Miwa / Ensan <63481257+ensan-hcl@users.noreply.github.com>
+miyan <1138989048@qq.com>
mj-shifu <77107165+mj-shifu@users.noreply.github.com>
+mkoker <132301062+mkoker@users.noreply.github.com>
mmyjona <jonathan.gonse@gmail.com>
mnehete32 <33429707+mnehete32@users.noreply.github.com>
+Mohammad Athar <157023731+m-atharkhan@users.noreply.github.com>
Mohammadreza Hendiani <hendiani.mohammadreza@gmail.com>
Mohammadreza Hendiani <mohammad.r.hendiani@gmail.com>
Molly Sophia <mollysophia379@gmail.com>
momonga <115213907+mmnga@users.noreply.github.com>
momonga <146910567+mmngays@users.noreply.github.com>
MoonRide303 <130458190+MoonRide303@users.noreply.github.com>
+MoonShadow <moonshadow25@163.com>
MorganRO8 <47795945+MorganRO8@users.noreply.github.com>
moritzbrantner <31051084+moritzbrantner@users.noreply.github.com>
+mtmcp <141645996+mtmcp@users.noreply.github.com>
muggle-stack <promuggle@qq.com>
+Muhammad Salem <salem.ebo@gmail.com>
Murilo Santana <mvrilo@gmail.com>
Musab Gultekin <musabgultekin@users.noreply.github.com>
musoles <135031143+musoles@users.noreply.github.com>
@@ -945,6 +1219,8 @@ Natsu <chino@hotococoa.moe>
Nauful Shaikh <nauful@gmail.com>
NawafAlansari <72708095+NawafAlansari@users.noreply.github.com>
Nebula <infinitewormhole@gmail.com>
+Nechama Krashinski <n.05567347@gmail.com>
+neha-ha <137219201+neha-ha@users.noreply.github.com>
Neo Zhang <14088817+arthw@users.noreply.github.com>
Neo Zhang <zhang.jianyu@outlook.com>
Neo Zhang Jianyu <jianyu.zhang@intel.com>
@@ -959,18 +1235,26 @@ Niall Coates <1349685+Niall-@users.noreply.github.com>
niansa/tuxifan <anton-sa@web.de>
niansa/tuxifan <tuxifan@posteo.de>
Nicholai Tukanov <nicholaitukanov@gmail.com>
+Nicholas Sparks <157740354+nisparks@users.noreply.github.com>
Nick <0x0b4ac@gmail.com>
nick huang <nickhuang99@hotmail.com>
+Nick Lafleur <55208706+nicklafleur@users.noreply.github.com>
+Nick Towle <ntowle@gmail.com>
nickp27 <nb.porter@gmail.com>
+Nicky Mouha <nmouha@users.noreply.github.com>
+Nico <ramicaza@gmail.com>
Nico Bosshard <nico@bosshome.ch>
Nicolai Weitkemper <kontakt@nicolaiweitkemper.de>
Nicolas B. Pierron <nicolas.b.pierron@gmail.com>
+Nicolas Mowen <nickmowen213@gmail.com>
Nicolás Pérez <nicolas_perez@brown.edu>
Nicolò Scipione <nicolo.scipione@codeplay.com>
Nigel Bosch <pnigelb@gmail.com>
Nikhil Jain <nikhil.jain0987@gmail.com>
Nikita Sarychev <42014488+sARY77@users.noreply.github.com>
Niklas Korz <niklas@niklaskorz.de>
+Niklas Sheth <niklassheth@gmail.com>
+Niklas Wenzel <dev@nikwen.de>
NikolaiLyssogor <59844691+NikolaiLyssogor@users.noreply.github.com>
Nikolaos Pothitos <pothitos@di.uoa.gr>
Nikolas <127742645+nneubacher@users.noreply.github.com>
@@ -982,39 +1266,53 @@ nold <Nold360@users.noreply.github.com>
nopperl <54780682+nopperl@users.noreply.github.com>
nullname <chraac@gmail.com>
Nuno <rare-magma@posteo.eu>
+nuri <yoonuri1@gmail.com>
nusu-github <29514220+nusu-github@users.noreply.github.com>
nwyin <tommynguyen0512@gmail.com>
o7si <32285332+o7si@users.noreply.github.com>
+Oğuzhan Akkaya <oakkaya@ymail.com>
Oleksandr Kuvshynov <661042+okuvshynov@users.noreply.github.com>
Oleksandr Nikitin <oleksandr@tvori.info>
Oleksii Maryshchenko <oleksii.maryshchenko@gmail.com>
Olexandr88 <radole1203@gmail.com>
olexiyb <olexiyb@gmail.com>
+Oliver Simons <ggerganov@gmail.com>
Oliver Simons <oliver.simons@posteo.de>
Oliver Simons <osimons@nvidia.com>
Oliver Walsh <owalsh@redhat.com>
Olivier Chafik <ochafik@users.noreply.github.com>
Olivier Chafik <olivier.chafik@gmail.com>
omahs <73983677+omahs@users.noreply.github.com>
+Omer Ozarslan <omerfaruko@gmail.com>
+Omid Azizi <oazizi@gimletlabs.ai>
Ondřej Čertík <ondrej@certik.us>
oobabooga <112222186+oobabooga@users.noreply.github.com>
oobabooga <oobabooga4@gmail.com>
opparco <parco.opaai@gmail.com>
+Ori Pekelman <ori@pekelman.com>
Oscar Barenys <rtfss1@gmail.com>
OSecret <135510162+OLSecret@users.noreply.github.com>
ostix360 <55257054+ostix360@users.noreply.github.com>
Ouadie EL FAROUKI <ouadie.elfarouki@codeplay.com>
+Ozymandias_EBON <112784549+johnkarlhill@users.noreply.github.com>
PAB <pierreantoine.bannier@gmail.com>
Pablo Duboue <pablo.duboue@gmail.com>
Pádraic Slattery <pgoslatara@gmail.com>
+parabelboi <parabelboi@gmail.com>
Pascal <admin@serveurperso.com>
Pascal Patry <ppatry@mtacitlabs.com>
pascal-lc <49066376+pascal-lc@users.noreply.github.com>
+Pasha Khosravi <khosravipasha@users.noreply.github.com>
Patrice Ferlet <metal3d@gmail.com>
+Patrick Buckley <eous@users.noreply.github.com>
Patrick Peng <retr0@retr0.blog>
Patryk Kaminski <kaminpatryk@gmail.com>
+Paul Dubs <paul.dubs@gmail.com>
+Paul Flynn <paul@arkavo.com>
Paul Tsochantaris <ptsochantaris@icloud.com>
+Pavan Shinde <pavann97@gmail.com>
Pavel Zloi <github.com@drteam.rocks>
+Pavel Zloi <paul@drteam.rocks>
Pavels Zaicenkovs <github@a.pzv.me>
Pavol Rusnak <pavol@rusnak.io>
Paweł Wodnicki <151604+32bitmicro@users.noreply.github.com>
@@ -1028,6 +1326,7 @@ Percy Piper <piper.percy@googlemail.com>
Perry Naseck <4472083+DaAwesomeP@users.noreply.github.com>
perserk <perserk@gmail.com>
Peter <peter277@users.noreply.github.com>
+Peter Sideris <petersid2022@gmail.com>
Peter Sugihara <peter@campsh.com>
Peter0x44 <peter0x44@disroot.org>
petterreinholdtsen <pere-github@hungry.com>
@@ -1037,23 +1336,33 @@ philip-essential <169196560+philip-essential@users.noreply.github.com>
Phillip Kravtsov <phillip@kravtsov.net>
Phylliida Dev <phylliida.dev@gmail.com>
piDack <104877312+piDack@users.noreply.github.com>
+Piero Evangelista <pierevco@gmail.com>
Pierre Alexandre SCHEMBRI <pa.schembri@gmail.com>
Pierrick Hymbert <pierrick.hymbert@gmail.com>
Pieter Ouwerkerk <pieter.ouwerkerk@gmail.com>
+PikaPikachu <kangletian@hotmail.com>
Piotr <piotr.stankiewicz@docker.com>
Piotr Jasiukajtis <estibi@me.com>
Piotr Kubaj <pkubaj@anongoth.pl>
Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
pl752 <pl752@mail.ru>
Plamen Minev <pacominev@gmail.com>
+pmaybank <113125070+pmaybank@users.noreply.github.com>
pmysl <piotr.myslinski@outlook.com>
+PMZFX <georgiopapairo@gmail.com>
pockers21 <134406831+pockers21@users.noreply.github.com>
+Pop Flamingo <trevor.annedenise@icloud.com>
postmasters <namnguyen@google.com>
Pouya <PooyaGhahramanian@Gmail.com>
pqnet <119850+pqnet@users.noreply.github.com>
Prabod <prabod@maincode.com>
Prajwal B Mehendarkar <prajwal.b.mehendarkar@ibm.com>
+Pranav Dhinakar <pdhinaka@qti.qualcomm.com>
+Pranav Dhinakar <pranavdhinakar@gmail.com>
+Pranav Uttarkar <122235768+PranavUttarkar@users.noreply.github.com>
+Pranesh Gonegandla <pranesh.iitp@gmail.com>
Prashant Vithule <119530321+Vithulep@users.noreply.github.com>
+ProgenyAlpha <loveandhappypaws@gmail.com>
Przemysław Pawełczyk <przemoc@gmail.com>
psocolovsky <50770545+psocolovsky@users.noreply.github.com>
pudepiedj <pudepiedj@gmail.com>
@@ -1064,10 +1373,14 @@ Qin Yue Chen <71813199+chenqiny@users.noreply.github.com>
qingfengfenga <41416092+qingfengfenga@users.noreply.github.com>
qingy1337 <qxli2@students.everettcc.edu>
Qingyou Meng <meng.qingyou@gmail.com>
+qiurui144 <39214303+qiurui144@users.noreply.github.com>
qouoq <qouoq@fastmail.com>
Qu Zongfu <43257352+yancaoweidaode@users.noreply.github.com>
+quei <56998528+quei4r@users.noreply.github.com>
Quentin Bramas <quentin.bramas@gmail.com>
+QuintinShaw <yx6f20@soton.ac.uk>
qunash <anzoria@gmail.com>
+quyentonndbs <raynaedgar8677@outlook.com>
R <github@00b.tech>
R <reg@00b.tech>
R0CKSTAR <xiaodong.ye@mthreads.com>
@@ -1076,22 +1389,40 @@ rabidcopy <rabidcopy@yahoo.com>
RachelMantel <rrm85040@gmail.com>
Radoslav Gerganov <rgerganov@gmail.com>
Radosław Gryta <radek.gryta@gmail.com>
+Rafail Giavrimis <47496212+grafail@users.noreply.github.com>
Rafal Lewczuk <rafal.lewczuk@gmail.com>
+ragz4125 <65285549+ragz4125@users.noreply.github.com>
Rahul Sathe <150351592+rrsathe@users.noreply.github.com>
Rahul Vivek Nair <68507071+RahulVivekNair@users.noreply.github.com>
+Rail Chabdarov <rchabdar@amd.com>
rainred <107027757+gryffindor-rr@users.noreply.github.com>
Raj Hammeer Singh Hada <hammeerraj@gmail.com>
+Rajendra Matcha <matcraje@qti.qualcomm.com>
Ralph Soika <ralph.soika@imixs.com>
+Raman Shinde <raman.shinde15@gmail.com>
Rand Xie <randxiexyy29@gmail.com>
Randall Fitzgerald <randall@dasaku.net>
Random Fly <renfei8@live.cn>
+rankaiyx <rankaiyx@foxmail.com>
rankaiyx <rankaiyx@rankaiyx.com>
+RapidMark <32768622+RapidMark@users.noreply.github.com>
+Rares Vernica <rvernica@gmail.com>
+Rashid Ul Islam <33536561+Ra5hidIslam@users.noreply.github.com>
Raul Torres <138264735+rauletorresc@users.noreply.github.com>
+ravel7524 <58877666+ravel7524@users.noreply.github.com>
+Ravi Panchumarthy <ravi.panchumarthy@intel.com>
+Ray Xu <22774575+RayXu14@users.noreply.github.com>
+RealOrko <45273739+RealOrko@users.noreply.github.com>
redbeard <bharrington@alticon.net>
+redfox <59549776+yaohengxu@users.noreply.github.com>
Reese Levine <reeselevine1@gmail.com>
+Reguna <contact@ericleung.dev>
+rehan-10xengineer <rehanbackup0317@gmail.com>
Reinforce-II <fate@eastal.com>
+Rémy Mathieu <remeh@remeh.fr>
Rémy O <remyoudompheng@gmail.com>
Rémy Oudompheng <oudomphe@phare.normalesup.org>
+ren <189031187+lathrys-at@users.noreply.github.com>
Ren Xuancheng <jklj077@users.noreply.github.com>
Renat <rntk@users.noreply.github.com>
Rene Leonhardt <65483435+reneleonhardt@users.noreply.github.com>
@@ -1105,8 +1436,10 @@ Riccardo Orlando <Riccorl@users.noreply.github.com>
Riceball LEE <snowyu.lee@gmail.com>
Rich Dougherty <rich@rd.nz>
Richard <r-burton@hotmail.co.uk>
+Richard Davison <richard.davison1@gmail.com>
Richard Kiss <him@richardkiss.com>
Richard Roberson <richardr1126@gmail.com>
+RichardScottOZ <rnmscott@netspace.net.au>
Rick G <26732651+TheFlipbook@users.noreply.github.com>
Rickard Edén <rickardeden@gmail.com>
Rickard Hallerbäck <rickard.hallerback@gmail.com>
@@ -1115,21 +1448,28 @@ Riley Stewart <ristew@users.noreply.github.com>
rimoliga <53384203+rimoliga@users.noreply.github.com>
Rinne <AsakusaRinne@gmail.com>
Rinne <liu_yaohui1998@126.com>
+Rithik Sharma <rithiksh02@gmail.com>
RJ Adriaansen <adriaansen@eshcc.eur.nl>
rmatif <66360289+rmatif@users.noreply.github.com>
rmatif <kingrealriadh@gmail.com>
rmatif <rmatif@proton.me>
Robert Brisita <986796+rbrisita@users.noreply.github.com>
Robert Collins <roberto.tomas.cuentas@gmail.com>
+Robert Esclapez <Robert.Garcia@amd.com>
Robert Ormandi <52251610+ormandi@users.noreply.github.com>
Robert Sung-wook Shin <edp1096@users.noreply.github.com>
+robertomeroni <150194833+robertomeroni@users.noreply.github.com>
Robey Holderith <robey@flaminglunchbox.net>
Robin Davidsson <40024429+R-Dson@users.noreply.github.com>
Robyn <robyngraf@users.noreply.github.com>
Rőczey Barnabás <31726601+An0nie@users.noreply.github.com>
RodriMora <bullerwins@gmail.com>
+Roger Chen <chenrui@gmail.com>
Roger Meier <r.meier@siemens.com>
+Rohan Jain <343499+crodjer@users.noreply.github.com>
Rohanjames1997 <rohan.james4@gmail.com>
+Rohit Mahesh <74331568+rohitmahesh1@users.noreply.github.com>
+Roj234 <82699138+roj234@users.noreply.github.com>
Roland <14355895+rbur0425@users.noreply.github.com>
Romain Biessy <romain.biessy@codeplay.com>
Romain D <90720+Artefact2@users.noreply.github.com>
@@ -1146,17 +1486,20 @@ Rowan Hart <rowanbhart@gmail.com>
rspOverflow <217881046+rspOverflow@users.noreply.github.com>
rtaluyev <taluyev@gmail.com>
Ruan <47767371+ruanych@users.noreply.github.com>
+ruanslv <ruanslv@gmail.com>
Ruben Ortlam <picard12@live.de>
Ruben Ortlam <rortlam@redhat.com>
Ruchira Hasaranga <ruchira66@gmail.com>
Rudi Servo <rudiservo@gmail.com>
Ruikai Peng <retr0@retr0.blog>
+Ruixiang Wang <wangruixiang07@outlook.com>
Ruixin Huang <18860020911@163.com>
Rune <43761327+Rune-AI@users.noreply.github.com>
runfuture <runfuture@users.noreply.github.com>
RunningLeon <maningsheng@sensetime.com>
RunningLeon <mnsheng@yeah.net>
Russyyds <161207317+Russyyds@users.noreply.github.com>
+Ryan Goulden <percontation@gmail.com>
Ryan Landay <rlanday@gmail.com>
Ryan Mangeno <160974989+ryan-mangeno@users.noreply.github.com>
Ryder Wishart <ryderwishart@gmail.com>
@@ -1164,7 +1507,9 @@ Ryuei <louixs@users.noreply.github.com>
s-goto-11 <206795233+s-goto-11@users.noreply.github.com>
s8322 <s0527684199@gmail.com>
Saba Fallah <10401143+sfallah@users.noreply.github.com>
+Saba Fallah <sabafallah@gmail.com>
Sachin Desai <smdesai@gmail.com>
+Sachin Sharma <sachin@zettabolt.com>
safranowith <bsh155762@gmail.com>
SakuraUmi <yukinon244@gmail.com>
Salvador E. Tropea <stropea@inti.gob.ar>
@@ -1173,18 +1518,31 @@ Sam <sammcj@users.noreply.github.com>
Sam Malayek <12037535+SamMalayek@users.noreply.github.com>
Sam Spilsbury <smspillaz@gmail.com>
Sam/Samuel <57896620+cern1710@users.noreply.github.com>
+Samanvya Tripathi <samanu09@gmail.com>
+SamareshSingh <97642706+ssam18@users.noreply.github.com>
SAMI <samuel.koesnadi@stud.uni-due.de>
Sami Farin <3876865+Safari77@users.noreply.github.com>
+Sami Kama <samikama@users.noreply.github.com>
Samuel Maynard <samwmaynard@gmail.com>
+samuraieng <89817709+samuraieng@users.noreply.github.com>
Sandro Hanea <40202887+sandrohanea@users.noreply.github.com>
sandyiscool <sandyiscool@gmail.com>
Sang-Kil Park <sang.park@42dot.ai>
+Sanjay Ahari <sanjayahari1704@gmail.com>
Sascha Rogmann <59577610+srogmann@users.noreply.github.com>
sasha0552 <admin@sasha0552.org>
+Satinder Grewal <grewal.satinder@gmail.com>
+Satinder Grewal <grewal@lavabit.com>
+SATISH K C <157192662+satishkc7@users.noreply.github.com>
+Saurabh Dash <111897126+saurabhdash2512@users.noreply.github.com>
SavicStefan <50296686+SavicStefan@users.noreply.github.com>
Scott Fudally <sfudally@nvidia.com>
+ScrewTSW <TheScrewCollab@gmail.com>
+scutler-nv <scutler@nvidia.com>
Seb C <47074056+Sebby37@users.noreply.github.com>
Sebastián A <sebastian.aedo29@gmail.com>
+Sebastian Dröge <sebastian@centricular.com>
+Sebastian Dröge <slomo@coaxion.net>
SebastianApel <13675545+SebastianApel@users.noreply.github.com>
semidark <me@semidark.net>
Senemu <10880819+Senemu@users.noreply.github.com>
@@ -1193,17 +1551,25 @@ Sergei Vorobyov <sergei.vorobyov01@gmail.com>
Sergey Alirzaev <l29ah@riseup.net>
Sergey Alirzaev <zl29ah@gmail.com>
Sergey Fedorov <vital.had@gmail.com>
+Sergey Malinin <sergmalinin@gmail.com>
Sergio López <slp@redhat.com>
Sergio López <slp@sinrega.org>
+Sergiu <8598216+mzsergiu@users.noreply.github.com>
serhii-nakon <57632032+serhii-nakon@users.noreply.github.com>
Sertaç Özercan <852750+sozercan@users.noreply.github.com>
+seryogakovalyov <seryogakovalyov@gmail.com>
+Seungmin Kim <8457324+ehfd@users.noreply.github.com>
SeungWon Jeong <65549245+redlion0929@users.noreply.github.com>
+Seyoung Jeong <seyoungjeong@gmail.com>
ShadovvBeast <ShadovvBeast@gmail.com>
Shagun Bera <141054835+notV3NOM@users.noreply.github.com>
+Shahir BIn Zulfiker <119410932+aorko01@users.noreply.github.com>
Shakhar Dasgupta <shakhardasgupta@gmail.com>
+Shakhnazar Sailaukan <101112128+Sailaukan@users.noreply.github.com>
Shakil Ahmed <44522075+ahmedshakill@users.noreply.github.com>
shalinib-ibm <Shalini.Salomi.Bodapati@ibm.com>
Shane A <shanea@allenai.org>
+Shane Tran Whitmire <64436119+dogunbound@users.noreply.github.com>
Shangning Xu <32517059+xushangning@users.noreply.github.com>
shani-f <s0556787439@gmail.com>
Shankar <gshankar.87@gmail.com>
@@ -1211,6 +1577,7 @@ Shanshan Shen <467638484@qq.com>
shaofeiqi <109865877+shaofeiqi@users.noreply.github.com>
shaofeiqi <shaoqi@qti.qualcomm.com>
sharpHL <132747147+sharpHL@users.noreply.github.com>
+Shaw Nguyen <49144872+mrshaw01@users.noreply.github.com>
Shawn Gu <shawngu@qti.qualcomm.com>
Shawn yang <137684499+Yangxiaoz@users.noreply.github.com>
Shelby Jenkins <47464908+ShelbyJenkins@users.noreply.github.com>
@@ -1219,15 +1586,24 @@ shibe2 <shibe@tuta.io>
Shijie <821898965@qq.com>
Shin-myoung-serp <relent95@naver.com>
Shintarou Okada <kokuzen@gmail.com>
+shivamkumard-ctrl <shivamkumard@nvidia.com>
Shouyu <65317431+joeldushouyu@users.noreply.github.com>
Shouzheng Liu <61452103+lshzh-ww@users.noreply.github.com>
Shouzheng Liu <lshzh.hi@gmail.com>
+Shreya Jain <shreya94jain@gmail.com>
+Shreya Jain <shreyajn@qti.qualcomm.com>
+Shrivas Shankar <86219405+shrivasshankar@users.noreply.github.com>
SHUAI YANG <shuaiyang047@163.com>
Shuichi Tsutsumi <shuichi0526@gmail.com>
shun095 <8069181+shun095@users.noreply.github.com>
Shunta Saito <shunta.saito@gmail.com>
Shupei Fan <dymarkfan@outlook.com>
Si1w <139008732+Si1w@users.noreply.github.com>
+Sid Mohan <61345237+sidmohan0@users.noreply.github.com>
+Sid Shaytay <2595088+SidShaytay@users.noreply.github.com>
+Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>
+Sigbjørn Skjæret <ggerganov@gmail.com>
+Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>
Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
simevo <github@simevo.com>
Simon Redman <simon@ergotech.com>
@@ -1235,6 +1611,7 @@ Simon Willison <swillison@gmail.com>
simon886212 <37953122+simon886212@users.noreply.github.com>
Simranjeet Singh <105192966+simrnsingh@users.noreply.github.com>
singularity <12184989+singularity-s0@users.noreply.github.com>
+Sirui He <143699303+SiruiHe@users.noreply.github.com>
sirus20x6 <sirus20x6@users.noreply.github.com>
Siwen Yu <yusiwen@gmail.com>
sjinzh <sjinzh@gmail.com>
@@ -1248,17 +1625,25 @@ Slava Primenko <primenko.s@gmail.com>
Slobodan Josic <127323561+slojosic-amd@users.noreply.github.com>
Small Grass Forest <zixuanxcl@gmail.com>
SmartestWashingMachine <ottobizness@gmail.com>
+smugman-dot <wbsmoke101@gmail.com>
SnA1lGo <44647694+skrandy@users.noreply.github.com>
snadampal <87143774+snadampal@users.noreply.github.com>
SoftwareRenderer <138734813+SoftwareRenderer@users.noreply.github.com>
Someone <sergei.kozlukov@aalto.fi>
Someone Serge <sergei.kozlukov@aalto.fi>
someone13574 <81528246+someone13574@users.noreply.github.com>
+someoneinjd <someoneinjd@outlook.com>
+Son H. Nguyen <33925625+nhs000@users.noreply.github.com>
+Song Li <songtli@outlook.com>
+Sophon <strongtz@yeah.net>
+Sou-ly <79574807+Sou-ly@users.noreply.github.com>
Sourab Mangrulkar <13534540+pacman100@users.noreply.github.com>
Spencer Sutton <spencersutton@users.noreply.github.com>
+sprayandwipe <spray.and.wipe@gmail.com>
SRHMorris <69468379+SRHMorris@users.noreply.github.com>
Srihari-mcw <96763064+Srihari-mcw@users.noreply.github.com>
Srinivas Billa <nivibilla@gmail.com>
+srkizer <github.soreepeong.prqovzj1d@srkizer.net>
ssweens <1149151+ssweens@users.noreply.github.com>
standby24x7 <standby24x7@gmail.com>
staviq <staviq@gmail.com>
@@ -1267,9 +1652,11 @@ Stefan Sydow <stefan@sydow.email>
Ștefan-Gabriel Muscalu <legraphista@users.noreply.github.com>
Steffen Röcker <sroecker@gmail.com>
Stephan Walter <stephan@walter.name>
+Stephen Cox <scox@ict.co>
Stephen Nichols <snichols@users.noreply.github.com>
Steve Bonds <sbonds@gmail.com>
Steve Grubb <ausearch.1@gmail.com>
+Steve Lhomme <robux4@ycbcr.xyz>
Steven Prichard <spprichard20@gmail.com>
Steven Roussey <sroussey@gmail.com>
stevenkuang <stevenkuang@tencent.com>
@@ -1279,6 +1666,8 @@ strawberrymelonpanda <152940198+strawberrymelonpanda@users.noreply.github.com>
Suaj Carrot <72162667+SuajCarrot@users.noreply.github.com>
sudhiarm <sudhi.sathyavathy@arm.com>
Sukriti Sharma <Ssukriti@users.noreply.github.com>
+Sumit Chatterjee <51856136+sumitchatterjee13@users.noreply.github.com>
+Sundaram krishnan <104441812+sundaram123krishnan@users.noreply.github.com>
SuperUserNameMan <yoann@terminajones.com>
Sutou Kouhei <kou@cozmixng.org>
Svetlozar Georgiev <55534064+sgeor255@users.noreply.github.com>
@@ -1292,6 +1681,9 @@ takasurazeem <takasurazeem@gmail.com>
takov751 <40316768+takov751@users.noreply.github.com>
takuya kodama <a.s.takuya1026@gmail.com>
takuya kodama <otegami@clear-code.com>
+Talha Adnan <mkhan387@uic.edu>
+Talha Can Havadar <havadartalha@gmail.com>
+Tamar <Tamar0812@outlook.co.il>
tamarPal <tamarp3385@gmail.com>
Tameem <113388789+AhmadTameem@users.noreply.github.com>
Tamotsu Takahashi <ttakah+github@gmail.com>
@@ -1304,56 +1696,79 @@ Taylor <quantumtraveling@gmail.com>
tc-mb <157115220+tc-mb@users.noreply.github.com>
TecJesh <qdvm5gl@163.com>
Tei Home <taiteitonghome@proton.me>
+Tekin Ertekin <tekinertekin@gmail.com>
tempstudio <49735574+tempstudio@users.noreply.github.com>
teo <TeoZosa@users.noreply.github.com>
+texasich <101962694+texasich@users.noreply.github.com>
texmex76 <40733439+texmex76@users.noreply.github.com>
+tha80 <7176001+tha80@users.noreply.github.com>
Thái Hoàng Tâm <75922889+RoyalHeart@users.noreply.github.com>
Thammachart Chinvarapon <1731496+Thammachart@users.noreply.github.com>
Thatcher Chamberlin <j.thatcher.c@gmail.com>
+thecaptain789 <257642323+thecaptain789@users.noreply.github.com>
Theia Vogel <theia@vgel.me>
thement <40525767+thement@users.noreply.github.com>
theo77186 <theo77186@users.noreply.github.com>
theraininsky <76763719+theraininsky@users.noreply.github.com>
+therealkenc <therealkenc@gmail.com>
Thérence <13496987+Royalphax@users.noreply.github.com>
thewh1teagle <61390950+thewh1teagle@users.noreply.github.com>
+Thiago Padilha <thiago@padilha.cc>
Thibault Terrasson <thibault.terrasson@gmail.com>
thom-dev-fr <161708450+thom-dev-fr@users.noreply.github.com>
Thomas Germer <99991@users.noreply.github.com>
Thomas Jarosch <thomas.jarosch@intra2net.com>
Thomas Klausner <wiz@gatalith.at>
+Thomas LECONTE <161708450+thom-dev-fr@users.noreply.github.com>
Thore Koritzius <thorekoritzius@outlook.de>
Thorsten Sommer <SommerEngineering@users.noreply.github.com>
TianHao324 <854531745@qq.com>
TianHao324 <tianhao42@huawei.com>
Tianyue-Zhao <zhaotianyue@outlook.com>
+Tillerino <Tillerino@users.noreply.github.com>
Tim Miller <drasticactions@users.noreply.github.com>
Tim Neumann <mail@timnn.me>
+Tim Neumann <timnn@google.com>
Tim Wang <overocean@gmail.com>
+timkhronos <timkhronos@gmail.com>
Timmy Knight <r2d2fish@gmail.com>
Timothy Cronin <40186632+4imothy@users.noreply.github.com>
Ting Lou <louting@189.cn>
Ting Lou <ting.lou@gmail.com>
Ting Sun <suntcrick@gmail.com>
+Titaniumtown <titaniumtown@proton.me>
tjohnman <tjohnman@users.noreply.github.com>
Tobias Lütke <tobi@shopify.com>
+Toby <25832191+aetherbird@users.noreply.github.com>
+Todd Malsbary <todd.malsbary@intel.com>
Todor Boinovski <todorb@qti.qualcomm.com>
Tom C <tom.corelis@gmail.com>
+Tom Hillbrunner <thillbrunner@gmail.com>
Tom Jobbins <784313+TheBloke@users.noreply.github.com>
+Tom Overlund <tomov@dilacero.org>
+Tom Tan <29201606+intel00000@users.noreply.github.com>
+Tom Vaucourt <34662901+T0mSIlver@users.noreply.github.com>
Tomas <tom.tomas.36478119@gmail.com>
Tomáš Pazdiora <tomas.pazdiora@gmail.com>
+Tomeamis <tomas.zencak@seznam.cz>
Tony Wasserka <4840017+neobrain@users.noreply.github.com>
toyer <2042519524@qq.com>
TrevorS <trevor@strieber.org>
+TriDefender <nitric.trioxide@gmail.com>
triplenom <79777178+triplenom@users.noreply.github.com>
Tristan Druyen <tristan@vault81.mozmail.com>
Tristan Ross <rosscomputerguy@protonmail.com>
Trivikram Kamat <16024985+trivikr@users.noreply.github.com>
+Trivikram Reddy <127072883+trivikram-reddy1@users.noreply.github.com>
+Ts-sound <44093942+Ts-sound@users.noreply.github.com>
tslmy <tslmy@users.noreply.github.com>
tt <291400568@qq.com>
+Tunahan <115956684+tnhnyzc@users.noreply.github.com>
Tungsten842 <886724vf@anonaddy.me>
Tungsten842 <quantmint@protonmail.com>
Tushar <ditsuke@protonmail.com>
tv1wnd <55383215+tv1wnd@users.noreply.github.com>
+tyronecai <tyronecai@163.com>
ubergarm <leimgrub@gmail.com>
ubik2 <ubik2@users.noreply.github.com>
UEXTM.com <84163508+uextm@users.noreply.github.com>
@@ -1363,27 +1778,34 @@ uint256_t <maekawatoshiki1017@gmail.com>
Ujjawal Panchal <31011628+Ujjawal-K-Panchal@users.noreply.github.com>
Ulrich Drepper <drepper@gmail.com>
unbounded <haakon@likedan.net>
+unraido <127105806+unraido@users.noreply.github.com>
uvos <carl@uvos.xyz>
uvos <devnull@uvos.xyz>
uvos <philipp@uvos.xyz>
Uzo Nweke <uzoechi@gmail.com>
Vaibhav Srivastav <vaibhavs10@gmail.com>
Val Kharitonov <mail@kharvd.com>
+ValdikSS <iam@valdikss.org.ru>
Valentin Konovalov <valle.ketsujin@gmail.com>
Valentin Mamedov <45292985+Inf1delis@users.noreply.github.com>
Valentyn Bezshapkin <61702053+valentynbez@users.noreply.github.com>
+Valeriy Dubov <dvv101111@gmail.com>
Vali Malinoiu <0x4139@gmail.com>
valiray <133289098+valiray@users.noreply.github.com>
vb <vaibhavs10@gmail.com>
Vedran Miletić <vedran@miletic.net>
+Vexxie <rainandriamusic@gmail.com>
Victor <194116445+dodekapod@users.noreply.github.com>
Victor Nogueira <felladrin@gmail.com>
+Victor Villar <villar@ibm.com>
Victor Z. Peng <ziliangdotme@gmail.com>
Viet-Anh NGUYEN (Andrew) <vietanh.dev@gmail.com>
+viggy <70774793+vignesh191@users.noreply.github.com>
vik <vikhyatk@gmail.com>
Ville Vesilehto <ville@vesilehto.fi>
Vineel Abhinav <131174187+vineelabhinav@users.noreply.github.com>
Vinesh Janarthanan <36610342+VJHack@users.noreply.github.com>
+Vinicios Lugli <vinicioslugli@gmail.com>
Vinkal <vinkal-chudgar@users.noreply.github.com>
virajwad <84867530+virajwad@users.noreply.github.com>
viric <viric@viric.name>
@@ -1396,6 +1818,7 @@ Vladimir <bogdad@gmail.com>
Vladimir Malyutin <first-leon@yandex.ru>
Vladimir Vuksanovic <109677816+vvuksanovic@users.noreply.github.com>
Vladimir Zorin <vladimir@deviant.guru>
+Vladislav <vladplotnikov34@gmail.com>
Vladislav Sayapin <70110788+v-sayapin@users.noreply.github.com>
vmobilis <75476228+vmobilis@users.noreply.github.com>
vodkaslime <646329483@qq.com>
@@ -1404,26 +1827,34 @@ Volodymyr Vitvitskyi <72226+signalpillar@users.noreply.github.com>
vvhg1 <94630311+vvhg1@users.noreply.github.com>
vxiiduu <73044267+vxiiduu@users.noreply.github.com>
Wagner Bruna <wbruna@users.noreply.github.com>
+Wallentri <wallentridan88@proton.me>
Wang Qin <37098874+wangqin0@users.noreply.github.com>
Wang Ran (汪然) <wangr@smail.nju.edu.cn>
Wang Weixuan <wangweixvan@gmail.com>
+Wang Zhiyu <pluvium27@outlook.com>
WangHaoranRobin <56047610+WangHaoranRobin@users.noreply.github.com>
wangshuai09 <391746016@qq.com>
wbpxre150 <100937007+wbpxre150@users.noreply.github.com>
wbtek <171302111+wbtek@users.noreply.github.com>
+Wei Wang <w10493wang@163.com>
Weird Constructor <weirdconstructor@gmail.com>
Weizhao Ouyang <o451686892@gmail.com>
Weizhao Ouyang <weizhao.ouyang@arm.com>
Welby Seely <welbyseely@gmail.com>
welix <taichitary@gmail.com>
+wencan <wencan@live.cn>
+wendadawen <130649302+wendadawen@users.noreply.github.com>
Wentai Zhang <rchardx@gmail.com>
whoreson <139810751+whoreson@users.noreply.github.com>
Wilken Gottwalt <12194808+wgottwalt@users.noreply.github.com>
+will-lms <will@lmstudio.ai>
WillCorticesAI <150854901+WillCorticesAI@users.noreply.github.com>
william pan <61359596+wp4032@users.noreply.github.com>
William Tambellini <william.tambellini@gmail.com>
William Tambellini <wtambellini@sdl.com>
+willjoha <github.com@brute-force.org>
Willy Tarreau <w@1wt.eu>
+Winston Ma <winstonma@ymail.com>
woachk <24752637+woachk@users.noreply.github.com>
wonjun Jang <strutive07@gmail.com>
woodx <124784234+woodx9@users.noreply.github.com>
@@ -1435,6 +1866,7 @@ wsbagnsv1 <sclumpfpapa36@gmail.com>
Wu Jian Ping <wujjpp@hotmail.com>
Wu Jian Ping <wujp@greatld.com>
wwoodsTM <104587230+wwoodsTM@users.noreply.github.com>
+Wyatt Caldwell <218154709+Detensable@users.noreply.github.com>
wzy <32936898+Freed-Wu@users.noreply.github.com>
xaedes <xaedes@gmail.com>
xaedes <xaedes@googlemail.com>
@@ -1453,27 +1885,43 @@ Xingchen Song(宋星辰) <xingchensong1996@163.com>
Xinpeng Dou <15529241576@163.com>
Xinpeng Dou <81913537+Dou-Git@users.noreply.github.com>
xloem <0xloem@gmail.com>
+xris99 <79798089+xris99@users.noreply.github.com>
Xuan Son Nguyen <thichthat@gmail.com>
Xuan-Son Nguyen <son@huggingface.co>
Xuan-Son Nguyen <thichthat@gmail.com>
+y198 <90976397+y198nt@users.noreply.github.com>
yael-works <106673277+yael-works@users.noreply.github.com>
YaelGitAccount <38328157276@mby.co.il>
YaelLogic <y0548591250@gmail.com>
Yaiko <elyaiko@hotmail.com>
+Yakine Tahtah <96926916+ReinforcedKnowledge@users.noreply.github.com>
YangLe <smilingpoplar@gmail.com>
yangli2 <yangli2@gmail.com>
Yann Follet <131855179+YannFollet@users.noreply.github.com>
+Yanzhao Wang <yanzhaow@qti.qualcomm.com>
+Yarden Tal <yardent@qti.qualcomm.com>
+YardenTal44 <yardent@qti.qualcomm.com>
Yaroslav <yaroslav.yashin@me.com>
+Yash Raj Pandey <55940078+devYRPauli@users.noreply.github.com>
Yavor Ivanov <yavorgenadiev@gmail.com>
Yazan Agha-Schrader <mountaiin@icloud.com>
Ycros <18012+ycros@users.noreply.github.com>
YehuditE <y8703470@gmail.com>
+Yes You Can Have Your Own <188969017+yychyo@users.noreply.github.com>
+yggdrasil75 <cblackburn7557@gmail.com>
Yibo Cai <cyb70289@gmail.com>
Yibo Cai <yibo.cai@arm.com>
+YiChen Lv <63285796+forforever73@users.noreply.github.com>
yifant-code <tian.yifan123@gmail.com>
+Yihao Wang <42559837+AgainstEntropy@users.noreply.github.com>
+yikechayedan <2935171085@qq.com>
Yiming Cui <conandiy@vip.qq.com>
Yishuo Wang <MeouSker77@outlook.com>
+Yiwei Shao <44545837+njsyw1997@users.noreply.github.com>
ymcki <84055651+ymcki@users.noreply.github.com>
+ynankani <ynankani@nvidia.com>
+Yongmin Yoo 유용민 <yymin1022@gmail.com>
+Yongyue Sun <abioy.sun@gmail.com>
Yoshi Suhara <y.suhara@gmail.com>
Yoshi Suhara <ysuhara@nvidia.com>
Yoshi_likes_e4 <104140648+pt13762104@users.noreply.github.com>
@@ -1494,19 +1942,27 @@ yuri@FreeBSD <yurivict@users.noreply.github.com>
Yusuf Kağan Hanoğlu <hanoglu@yahoo.com>
Yuval Peled <31162840+Yuval-Peled@users.noreply.github.com>
Yuxuan Zhang <2448370773@qq.com>
+yzyyzyhhh <96101183+happyyzy@users.noreply.github.com>
Z <coffeevampirebusiness@gmail.com>
+Zach Winter <contact@zachwinter.com>
+Zack Li <39573601+zhiyuan8@users.noreply.github.com>
Zagaj <m.zagajewska@gmail.com>
zakkor <edward.partenie@gmail.com>
Zane Shannon <z@zcs.me>
Zay <95888118+isaiahbjork@users.noreply.github.com>
+zduford <z.duford@gmail.com>
Zenix <zenixls2@gmail.com>
+ZeroV0LT <github@zerovolt.it>
Zhang Peiyuan <a1286225768@gmail.com>
zhangkaihuo <zhangkaihuo@gmail.com>
+zhangrunda <zhangrunda1234@outlook.com>
+zhangtao2-1 <478679312@qq.com>
ZHAOKAI WANG <sanxianwei@163.com>
Zheng.Deng <32841220+dengzheng-cloud@users.noreply.github.com>
zhentaoyu <zhentao.yu@intel.com>
Zhenwei Jin <109658203+kylo5aby@users.noreply.github.com>
Zheyuan Chen <sephirotheca17@gmail.com>
+Zhihao "Zephyr" Yao <zeph1912@users.noreply.github.com>
Zhiyong Wang <85110830+ravenouse@users.noreply.github.com>
Zhiyuan Li <lizhiyuan@uniartisan.com>
Zhiyuan Li <uniartisan2017@gmail.com>
@@ -1515,5 +1971,10 @@ zhouwg <zhouwg2000@gmail.com>
ZhouYuChen <zhouyuchen@naver.com>
Ziad Ben Hadj-Alouane <zied.benhadjalouane@gmail.com>
Ziang Wu <97337387+ZiangWu-77@users.noreply.github.com>
+ZihaoMu <zmu@amd.com>
+Zijun Yu <zijun.yu.joey@gmail.com>
+Zijun Yu <zijun.yu@intel.com>
+zql <37731799+zqlcode@users.noreply.github.com>
zrm <trustiosity.zrm@gmail.com>
Zsapi <martin1.zsapka@gmail.com>
+zzzzwc <tiddar@foxmail.com>
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 9e7b1253c7..1d4bcf45f5 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -2,6 +2,26 @@ cmake_minimum_required(VERSION 3.14...3.28) # for add_link_options and implicit
project("llama.cpp" C CXX)
include(CheckIncludeFileCXX)
+### llama.cpp version
+set(LLAMA_VERSION_MAJOR 0)
+set(LLAMA_VERSION_MINOR 3)
+set(LLAMA_VERSION_PATCH 0)
+set(LLAMA_VERSION_BASE "${LLAMA_VERSION_MAJOR}.${LLAMA_VERSION_MINOR}.${LLAMA_VERSION_PATCH}")
+
+# whether this is a development/nightly build
+# set this to OFF when making a release from a release tag (vX.Y.Z)
+# ref: https://github.com/ggml-org/ggml/discussions/1579
+option(LLAMA_BUILD_IS_DEV "llama: dev build" ON)
+
+if (LLAMA_BUILD_IS_DEV)
+ set(LLAMA_VERSION "${LLAMA_VERSION_BASE}-dev")
+else()
+ # TODO: check that the current commit is tagged correctly according to the version specified above
+ set(LLAMA_VERSION "${LLAMA_VERSION_BASE}")
+endif()
+
+message(STATUS "llama.cpp version: ${LLAMA_VERSION}")
+
#set(CMAKE_WARN_DEPRECATED YES)
set(CMAKE_WARN_UNUSED_CLI YES)
@@ -24,9 +44,6 @@ if (CMAKE_SOURCE_DIR STREQUAL CMAKE_CURRENT_SOURCE_DIR)
set(LLAMA_STANDALONE ON)
include(git-vars)
-
- # configure project version
- # TODO
else()
set(LLAMA_STANDALONE OFF)
endif()
@@ -84,6 +101,14 @@ else()
set(LLAMA_TOOLS_INSTALL_DEFAULT ${LLAMA_STANDALONE})
endif()
+# subprocess spawning isn't a supported/sandbox-friendly operation on mobile OSes or in WASM
+if (CMAKE_SYSTEM_NAME STREQUAL "iOS" OR CMAKE_SYSTEM_NAME STREQUAL "Android" OR ANDROID
+ OR CMAKE_SYSTEM_NAME STREQUAL "Emscripten" OR EMSCRIPTEN)
+ set(LLAMA_SUBPROCESS_DEFAULT OFF)
+else()
+ set(LLAMA_SUBPROCESS_DEFAULT ON)
+endif()
+
#
# option list
#
@@ -109,14 +134,15 @@ option(LLAMA_BUILD_TOOLS "llama: build tools"
option(LLAMA_BUILD_EXAMPLES "llama: build examples" ${LLAMA_STANDALONE})
option(LLAMA_BUILD_SERVER "llama: build server example" ${LLAMA_STANDALONE})
option(LLAMA_BUILD_APP "llama: build the unified binary" ${LLAMA_STANDALONE})
-option(LLAMA_BUILD_UI "llama: build the embedded Web UI for server" ON)
-option(LLAMA_USE_PREBUILT_UI "llama: use prebuilt UI from HF Bucket when available (requires LLAMA_BUILD_UI=ON)" ON)
+option(LLAMA_BUILD_UI "llama: build the embedded Web UI for server" OFF)
+option(LLAMA_USE_PREBUILT_UI "llama: use prebuilt UI from HF Bucket when available" ON)
option(LLAMA_TOOLS_INSTALL "llama: install tools" ${LLAMA_TOOLS_INSTALL_DEFAULT})
option(LLAMA_TESTS_INSTALL "llama: install tests" ON)
# 3rd party libs
option(LLAMA_OPENSSL "llama: use openssl to support HTTPS" ON)
+option(LLAMA_SUBPROCESS "llama-common: use subprocess, required by server tools and server router mode" ${LLAMA_SUBPROCESS_DEFAULT})
option(LLAMA_LLGUIDANCE "llama-common: include LLGuidance library for structured output in common utils" OFF)
@@ -130,7 +156,6 @@ endif()
if (NOT DEFINED LLAMA_BUILD_COMMIT)
set(LLAMA_BUILD_COMMIT ${BUILD_COMMIT})
endif()
-set(LLAMA_INSTALL_VERSION 0.0.${LLAMA_BUILD_NUMBER})
# override ggml options
set(GGML_ALL_WARNINGS ${LLAMA_ALL_WARNINGS})
@@ -199,9 +224,10 @@ add_subdirectory(src)
# utils, programs, examples and tests
#
+add_subdirectory(vendor)
+
if (LLAMA_BUILD_COMMON)
add_subdirectory(common)
- add_subdirectory(vendor/cpp-httplib)
endif()
if (LLAMA_BUILD_COMMON AND LLAMA_BUILD_TESTS AND NOT CMAKE_JS_VERSION)
@@ -222,6 +248,16 @@ if (LLAMA_BUILD_APP)
add_subdirectory(app)
endif()
+# Standalone libmtmd build without pulling in the rest of the tools/ tree.
+# Useful when packaging just the mtmd library for language bindings (e.g. an
+# Apple XCFramework, or a WASM build). When the full tools build is enabled,
+# mtmd is already built by the tools/ subdirectory above; this hook only fires
+# when LLAMA_BUILD_TOOLS is OFF to avoid double-adding the target.
+option(LLAMA_BUILD_MTMD "llama: build tools/mtmd library standalone" OFF)
+if (LLAMA_BUILD_MTMD AND NOT (LLAMA_BUILD_COMMON AND LLAMA_BUILD_TOOLS))
+ add_subdirectory(tools/mtmd)
+endif()
+
#
# install
#
@@ -256,12 +292,12 @@ configure_package_config_file(
LLAMA_BIN_INSTALL_DIR )
write_basic_package_version_file(
- ${CMAKE_CURRENT_BINARY_DIR}/llama-version.cmake
- VERSION ${LLAMA_INSTALL_VERSION}
+ ${CMAKE_CURRENT_BINARY_DIR}/llama-config-version.cmake
+ VERSION ${LLAMA_VERSION}
COMPATIBILITY SameMajorVersion)
install(FILES ${CMAKE_CURRENT_BINARY_DIR}/llama-config.cmake
- ${CMAKE_CURRENT_BINARY_DIR}/llama-version.cmake
+ ${CMAKE_CURRENT_BINARY_DIR}/llama-config-version.cmake
DESTINATION ${CMAKE_INSTALL_LIBDIR}/cmake/llama)
configure_file(cmake/llama.pc.in
diff --git a/CODEOWNERS b/CODEOWNERS
index 4b9d901771..929c8380e8 100644
--- a/CODEOWNERS
+++ b/CODEOWNERS
@@ -10,7 +10,7 @@
# ggml-org/ggml-rpc : rgerganov
# ggml-org/ggml-sycl : arthw
# ggml-org/ggml-vulkan : 0cc4m, jeffbolznv
-# ggml-org/ggml-webgpu : reeselevine
+# ggml-org/ggml-webgpu : reeselevine, yomaytk
# ggml-org/ggml-zdnn : taronaeo
# ggml-org/llama-common : ggerganov, aldehir, angt, danbev, ngxson, pwilkin
# ggml-org/llama-mtmd : ngxson
@@ -60,9 +60,9 @@
/ggml/src/ggml-cpu/spacemit/ @alex-spacemit
/ggml/src/ggml-cuda/ @ggml-org/ggml-cuda
/ggml/src/ggml-cuda/vendors/hip.h @IMbackK
-/ggml/src/ggml-cuda/fattn-wmma* @IMbackK
/ggml/src/ggml-hexagon/ @ggml-org/ggml-hexagon
/ggml/src/ggml-hip/ @IMbackK
+/ggml/src/ggml-et/ @marty1885
/ggml/src/ggml-impl.h @ggerganov
/ggml/src/ggml-metal/ @ggml-org/ggml-metal
/ggml/src/ggml-opencl/ @ggml-org/ggml-opencl
@@ -119,3 +119,4 @@
/SECURITY.md @ggerganov
/build-xcframework.sh @danbev
requirements*.txt @CISC
+/skills @ngxson
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 6881a4d3ab..6aac3cb878 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -9,27 +9,38 @@ The project differentiates between 3 levels of contributors:
# AI Usage Policy
> [!IMPORTANT]
-> This project does **not** accept pull requests that are fully or predominantly AI-generated. AI tools may be utilized solely in an assistive capacity.
>
-> Repeated violations of this policy may result in your account being permanently banned from contributing to the project.
+> AI-generated code is allowed. You are 100% responsible for every line, however it was produced.
+>
+> Undisclosed AI usage may result in your account being permanently banned from contributing to the project.
>
> Detailed information regarding permissible and restricted uses of AI can be found in the [AGENTS.md](AGENTS.md) file.
-Code that is initially generated by AI and subsequently edited will still be considered AI-generated. AI assistance is permissible only when the majority of the code is authored by a human contributor, with AI employed exclusively for corrections or to expand on verbose modifications that the contributor has already conceptualized (e.g., generating repeated lines with minor variations).
-
If AI is used to generate any portion of the code, contributors must adhere to the following requirements:
1. Explicitly disclose the manner in which AI was employed.
-2. Perform a comprehensive manual review prior to submitting the pull request.
-3. Be prepared to explain every line of code they submitted when asked about it by a maintainer.
-4. It is strictly prohibited to use AI to write your posts for you (bug reports, feature requests, pull request descriptions, Github discussions, responding to humans, ...).
+2. Check for an existing PR addressing the same change; if one exists, comment there to work with its author instead of opening a duplicate.
+3. Perform a comprehensive manual review prior to submitting the pull request.
+4. Be prepared to explain every line of code they submitted when asked about it by a maintainer.
+5. It is strictly prohibited to use AI to write your posts for you (bug reports, feature requests, pull request descriptions, Github discussions, responding to humans, ...).
For more info, please refer to the [AGENTS.md](AGENTS.md) file.
# Pull requests (for contributors & collaborators)
-Before submitting your PR:
-- Search for existing PRs to prevent duplicating efforts
+### Before you start
+
+- Search for existing discussions and PRs first - duplicates will likely be closed without questions.
+- Features must begin with an issue, not a PR - let interest accumulate before writing code; niche features may only land as an example/tool, or on a private fork.
+- Bug-fix PRs must include a reproducible issue and a regression test that fails before your change and passes after. Fixes without a test may be closed without review.
+- New CLI or public API additions carry a **higher bar** than internal changes - justify why an existing mechanism doesn't suffice.
+- Meeting all of the above still doesn't guarantee a merge - see [Pull requests (for maintainers)](#pull-requests-for-maintainers).
+- If you are a new contributor
+ - Limit your open PRs to 1
+ - Do not submit trivial fixes (e.g. typos, formatting changes)
+
+### Preparing your PR
+
- llama.cpp uses the ggml tensor library for model evaluation. If you are unfamiliar with ggml, consider taking a look at the [examples in the ggml repository](https://github.com/ggml-org/ggml/tree/master/examples/). [simple](https://github.com/ggml-org/ggml/tree/master/examples/simple) shows the bare minimum for using ggml. [gpt-2](https://github.com/ggml-org/ggml/tree/master/examples/gpt-2) has minimal implementations for language model inference using GPT-2. [mnist](https://github.com/ggml-org/ggml/tree/master/examples/mnist) demonstrates how to train and evaluate a simple image classifier
- Test your changes:
- Execute [the full CI locally on your machine](ci/README.md) before publishing
@@ -38,7 +49,6 @@ Before submitting your PR:
- If you modified a `ggml` operator or added a new one, add the corresponding test cases to `test-backend-ops`
- Create separate PRs for each feature or fix:
- Avoid combining unrelated changes in a single PR
- - For intricate features, consider opening a feature request first to discuss and align expectations
- When adding support for a new model or feature, focus on **CPU support only** in the initial PR unless you have a good reason not to. Add support for other backends like CUDA in follow-up PRs
- In particular, adding new data types (extension of the `ggml_type` enum) carries with it a disproportionate maintenance burden. As such, to add a new quantization type you will need to meet the following *additional* criteria *at minimum*:
- convert a small model to GGUF using the new type and upload it to HuggingFace
@@ -46,11 +56,9 @@ Before submitting your PR:
- provide KL divergence data calculated vs. the FP16/BF16 (whichever is the native precision) version for both the new type as well as types of similar size
- provide [performance data](https://github.com/ggml-org/llama.cpp/tree/master/tools/llama-bench) for the new type in comparison to types of similar size on pure CPU
- Consider allowing write access to your branch for faster reviews, as reviewers can push commits directly
-- If you are a new contributor
- - Limit your open PRs to 1
- - Do not submit trivial fixes (e.g. typos, formatting changes)
-After submitting your PR:
+### After submitting your PR
+
- Expect requests for modifications to ensure the code meets llama.cpp's standards for quality and long-term maintainability
- Maintainers will rely on your insights and approval when making a final decision to approve and merge a PR
- If your PR becomes stale, rebase it on top of latest `master` to get maintainers attention
@@ -65,11 +73,14 @@ After submitting your PR:
- When merging a PR, make sure you have a good understanding of the changes
- If a PR does not warrant a new release, add `[no release]` in the squashed commit to spare CI resources
- Be mindful of maintenance: most of the work going into a feature happens after the PR is merged. If the PR author is not committed to contribute long-term, someone else needs to take responsibility (you)
+- Add the ["merge ready"](https://github.com/ggml-org/llama.cpp/pulls?q=is%3Apr+is%3Aopen+draft%3Ano+sort%3Aupdated-desc+label%3A%22merge+ready%22+) label to a PR to indicate when a PR can be fast-merged without waiting for 2 independent reviews. [(more info)](https://github.com/ggml-org/llama.cpp/pull/26178)
+- Wait for CI results before merging
Maintainers reserve the right to decline review or close pull requests for any reason, without any questions, particularly under any of the following conditions:
- The proposed change is already mentioned in the roadmap or an existing issue, and it has been assigned to someone.
- The pull request duplicates an existing one.
- The contributor fails to adhere to this contributing guide or the AI policy.
+- The change doesn't fit the existing architecture, or is too complex to justify its benefit.
# Coding guidelines
diff --git a/README.md b/README.md
index d9f2e18231..0b5598c6e5 100644
--- a/README.md
+++ b/README.md
@@ -1,66 +1,58 @@
# llama.cpp
-
+
+
+<div align="center">
+
+<b>LLM inference in C/C++</b>
[](https://opensource.org/licenses/MIT)
-[](https://github.com/ggml-org/llama.cpp/releases)
-[](https://github.com/ggml-org/llama.cpp/actions/workflows/server.yml)
-[](https://github.com/ggml-org/llama.cpp/actions/workflows/docker.yml)
-[](https://github.com/ggml-org/llama.cpp/actions/workflows/winget.yml)
+[](https://github.com/ggml-org/llama.cpp/releases?q=tag:v0)
+[](https://github.com/ggml-org/llama.cpp/releases?q=b)
+[](https://github.com/ggml-org/llama.cpp/actions/workflows/server.yml)
+[](https://github.com/ggml-org/llama.cpp/actions/workflows/docker.yml)
+[](https://github.com/ggml-org/llama.cpp/actions/workflows/winget.yml)
-[Manifesto](https://github.com/ggml-org/llama.cpp/discussions/205) / [ggml](https://github.com/ggml-org/ggml) / [ops](https://github.com/ggml-org/llama.cpp/blob/master/docs/ops.md)
+[ggml](https://github.com/ggml-org/ggml) / [ops](https://github.com/ggml-org/llama.cpp/blob/master/docs/ops.md) / [maintainer PRs](https://github.com/ggml-org/llama.cpp/issues?q=is%3Apr%20is%3Aopen%20draft%3AFalse%20(author%3Argerganov%20OR%20author%3AKitaitiMakoto%20OR%20author%3Adanbev%20OR%20author%3Aaldehir%20OR%20author%3Amax-krasnyansky%20OR%20author%3ACISC%20OR%20author%3Aggerganov%20OR%20author%3Aam17an%20OR%20author%3Abartowski1182%20OR%20author%3Anikwen%20OR%20author%3Ahipudding%20OR%20author%3AServeurpersoCom%20OR%20author%3Apwilkin%20OR%20author%3Areeselevine%20OR%20author%3Angxson%20OR%20author%3Ajeffbolznv%20OR%20author%3Amarty1885%20OR%20author%3A0cc4m%20OR%20author%3ATitaniumtown%20OR%20author%3Aangt%20OR%20author%3AIMbackK%20OR%20author%3Aarthw%20OR%20author%3AJohannesGaessler%20OR%20author%3AORippler%20OR%20author%3Aruixiang63%20OR%20author%3Axctan%20OR%20author%3Aallozaur%20OR%20author%3Ayomaytk%20OR%20author%3Aaendk%20OR%20author%3Agaugarg-nv%20OR%20author%3Ataronaeo%20OR%20author%3Aforforever73%20OR%20author%3Alhez%20OR%20author%3Anetrunnereve%20OR%20author%3Afairydreaming)%20sort%3Aupdated-desc) / [dev stats](https://github.com/ggml-org/llama.cpp-dev) / [lib llama API](https://github.com/ggml-org/llama.cpp/issues/9289) / [llama-server REST API](https://github.com/ggml-org/llama.cpp/issues/9291)
-LLM inference in C/C++
-
-## Recent API changes
-
-- [Changelog for `libllama` API](https://github.com/ggml-org/llama.cpp/issues/9289)
-- [Changelog for `llama-server` REST API](https://github.com/ggml-org/llama.cpp/issues/9291)
-
-## Hot topics
-
-- **Hugging Face cache migration: models downloaded with `-hf` are now stored in the standard Hugging Face cache directory, enabling sharing with other HF tools.**
-- **[guide : using the new WebUI of llama.cpp](https://github.com/ggml-org/llama.cpp/discussions/16938)**
-- [guide : running gpt-oss with llama.cpp](https://github.com/ggml-org/llama.cpp/discussions/15396)
-- [[FEEDBACK] Better packaging for llama.cpp to support downstream consumers 🤗](https://github.com/ggml-org/llama.cpp/discussions/15313)
-- Support for the `gpt-oss` model with native MXFP4 format has been added | [PR](https://github.com/ggml-org/llama.cpp/pull/15091) | [Collaboration with NVIDIA](https://blogs.nvidia.com/blog/rtx-ai-garage-openai-oss) | [Comment](https://github.com/ggml-org/llama.cpp/discussions/15095)
-- Multimodal support arrived in `llama-server`: [#12898](https://github.com/ggml-org/llama.cpp/pull/12898) | [documentation](./docs/multimodal.md)
-- VS Code extension for FIM completions: https://github.com/ggml-org/llama.vscode
-- Vim/Neovim plugin for FIM completions: https://github.com/ggml-org/llama.vim
-- Hugging Face Inference Endpoints now support GGUF out of the box! https://github.com/ggml-org/llama.cpp/discussions/9669
-- Hugging Face GGUF editor: [discussion](https://github.com/ggml-org/llama.cpp/discussions/9268) | [tool](https://huggingface.co/spaces/CISCai/gguf-editor)
-- WebGPU support is now available in the browser, see a blog/demo introducing it [here](https://reeselevine.github.io/llamas-on-the-web/).
-
-----
+</div>
## Quick start
-Getting started with llama.cpp is straightforward. Here are several ways to install it on your machine:
+A few options to get `llama.cpp` installed on your machine:
-- Install `llama.cpp` using [brew, nix or winget](docs/install.md)
+- Visit https://llama.app and follow the instructions
- Run with Docker - see our [Docker documentation](docs/docker.md)
- Download pre-built binaries from the [releases page](https://github.com/ggml-org/llama.cpp/releases)
- Build from source by cloning this repository - check out [our build guide](docs/build.md)
-Once installed, you'll need a model to work with. Head to the [Obtaining and quantizing models](#obtaining-and-quantizing-models) section to learn more.
-
-Example command:
+Once installed:
```sh
-# Use a local model file
-llama-cli -m my_model.gguf
-
-# Or download and run a model directly from Hugging Face
-llama-cli -hf ggml-org/gemma-3-1b-it-GGUF
+# Download and run a model directly from Hugging Face
+llama cli -hf ggml-org/Qwen3.5-0.8B-GGUF
# Launch OpenAI-compatible API server
-llama-server -hf ggml-org/gemma-3-1b-it-GGUF
+llama serve -hf ggml-org/Qwen3.5-0.8B-GGUF
```
+<table align="center">
+ <tr>
+ <td align="center" width=50%>
+ <img width="1310" height="888" alt="VLM session with `llama cli`" src="https://github.com/user-attachments/assets/88726b48-1713-48aa-a525-95a02e78afc4" />
+ <i>VLM session with <b>llama cli</b></i>
+ </td>
+ <td align="center">
+ <img width="1392" height="958" alt="Built-in web UI against `llama serve` running Qwen 3.6" src="https://github.com/user-attachments/assets/b402f972-2e32-4def-8771-8d849f08cf2e" />
+ <i>Built-in web UI against <b>llama serve</b></i>
+ </td>
+ </tr>
+<table>
+
## Description
-The main goal of `llama.cpp` is to enable LLM inference with minimal setup and state-of-the-art performance on a wide
-range of hardware - locally and in the cloud.
+The main goal of `llama.cpp` is to enable LLM (and VLM) inference with minimal setup and state-of-the-art performance on
+a wide range of hardware - locally and in the cloud.
- Plain C/C++ implementation without any dependencies
- Apple silicon is a first-class citizen - optimized via ARM NEON, Accelerate and Metal frameworks
@@ -71,465 +63,40 @@ range of hardware - locally and in the cloud.
- Vulkan and SYCL backend support
- CPU+GPU hybrid inference to partially accelerate models larger than the total VRAM capacity
-The `llama.cpp` project is the main playground for developing new features for the [ggml](https://github.com/ggml-org/ggml) library.
-
-<details>
-<summary>Models</summary>
-
-Typically finetunes of the base models below are supported as well.
-
-Instructions for adding support for new models: [HOWTO-add-model.md](docs/development/HOWTO-add-model.md)
-
-#### Text-only
-
-- [X] LLaMA 🦙
-- [x] LLaMA 2 🦙🦙
-- [x] LLaMA 3 🦙🦙🦙
-- [X] [Mistral 7B](https://huggingface.co/mistralai/Mistral-7B-v0.1)
-- [x] [Mixtral MoE](https://huggingface.co/models?search=mistral-ai/Mixtral)
-- [x] [DBRX](https://huggingface.co/databricks/dbrx-instruct)
-- [x] [Jamba](https://huggingface.co/ai21labs)
-- [X] [Falcon](https://huggingface.co/models?search=tiiuae/falcon)
-- [X] [Chinese LLaMA / Alpaca](https://github.com/ymcui/Chinese-LLaMA-Alpaca) and [Chinese LLaMA-2 / Alpaca-2](https://github.com/ymcui/Chinese-LLaMA-Alpaca-2)
-- [X] [Vigogne (French)](https://github.com/bofenghuang/vigogne)
-- [X] [BERT](https://github.com/ggml-org/llama.cpp/pull/5423)
-- [X] [Koala](https://bair.berkeley.edu/blog/2023/04/03/koala/)
-- [X] [Baichuan 1 & 2](https://huggingface.co/models?search=baichuan-inc/Baichuan) + [derivations](https://huggingface.co/hiyouga/baichuan-7b-sft)
-- [X] [Aquila 1 & 2](https://huggingface.co/models?search=BAAI/Aquila)
-- [X] [Starcoder models](https://github.com/ggml-org/llama.cpp/pull/3187)
-- [X] [Refact](https://huggingface.co/smallcloudai/Refact-1_6B-fim)
-- [X] [MPT](https://github.com/ggml-org/llama.cpp/pull/3417)
-- [X] [Bloom](https://github.com/ggml-org/llama.cpp/pull/3553)
-- [x] [Yi models](https://huggingface.co/models?search=01-ai/Yi)
-- [X] [StableLM models](https://huggingface.co/stabilityai)
-- [x] [Deepseek models](https://huggingface.co/models?search=deepseek-ai/deepseek)
-- [x] [Qwen models](https://huggingface.co/models?search=Qwen/Qwen)
-- [x] [PLaMo-13B](https://github.com/ggml-org/llama.cpp/pull/3557)
-- [x] [Phi models](https://huggingface.co/models?search=microsoft/phi)
-- [x] [PhiMoE](https://github.com/ggml-org/llama.cpp/pull/11003)
-- [x] [GPT-2](https://huggingface.co/gpt2)
-- [x] [Orion 14B](https://github.com/ggml-org/llama.cpp/pull/5118)
-- [x] [InternLM2](https://huggingface.co/models?search=internlm2)
-- [x] [CodeShell](https://github.com/WisdomShell/codeshell)
-- [x] [Gemma](https://ai.google.dev/gemma)
-- [x] [Mamba](https://github.com/state-spaces/mamba)
-- [x] [Grok-1](https://huggingface.co/keyfan/grok-1-hf)
-- [x] [Xverse](https://huggingface.co/models?search=xverse)
-- [x] [Command-R models](https://huggingface.co/models?search=CohereForAI/c4ai-command-r)
-- [x] [SEA-LION](https://huggingface.co/models?search=sea-lion)
-- [x] [GritLM-7B](https://huggingface.co/GritLM/GritLM-7B) + [GritLM-8x7B](https://huggingface.co/GritLM/GritLM-8x7B)
-- [x] [OLMo](https://allenai.org/olmo)
-- [x] [OLMo 2](https://allenai.org/olmo)
-- [x] [OLMoE](https://huggingface.co/allenai/OLMoE-1B-7B-0924)
-- [x] [Granite models](https://huggingface.co/collections/ibm-granite/granite-code-models-6624c5cec322e4c148c8b330)
-- [x] [GPT-NeoX](https://github.com/EleutherAI/gpt-neox) + [Pythia](https://github.com/EleutherAI/pythia)
-- [x] [Snowflake-Arctic MoE](https://huggingface.co/collections/Snowflake/arctic-66290090abe542894a5ac520)
-- [x] [Smaug](https://huggingface.co/models?search=Smaug)
-- [x] [Poro 34B](https://huggingface.co/LumiOpen/Poro-34B)
-- [x] [Bitnet b1.58 models](https://huggingface.co/1bitLLM)
-- [x] [Flan T5](https://huggingface.co/models?search=flan-t5)
-- [x] [Open Elm models](https://huggingface.co/collections/apple/openelm-instruct-models-6619ad295d7ae9f868b759ca)
-- [x] [ChatGLM3-6b](https://huggingface.co/THUDM/chatglm3-6b) + [ChatGLM4-9b](https://huggingface.co/THUDM/glm-4-9b) + [GLMEdge-1.5b](https://huggingface.co/THUDM/glm-edge-1.5b-chat) + [GLMEdge-4b](https://huggingface.co/THUDM/glm-edge-4b-chat)
-- [x] [GLM-4-0414](https://huggingface.co/collections/THUDM/glm-4-0414-67f3cbcb34dd9d252707cb2e)
-- [x] [SmolLM](https://huggingface.co/collections/HuggingFaceTB/smollm-6695016cad7167254ce15966)
-- [x] [EXAONE-3.0-7.8B-Instruct](https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct)
-- [x] [FalconMamba Models](https://huggingface.co/collections/tiiuae/falconmamba-7b-66b9a580324dd1598b0f6d4a)
-- [x] [Jais](https://huggingface.co/inceptionai/jais-13b-chat)
-- [x] [Bielik-11B-v2.3](https://huggingface.co/collections/speakleash/bielik-11b-v23-66ee813238d9b526a072408a)
-- [x] [RWKV-7](https://huggingface.co/collections/shoumenchougou/rwkv7-gxx-gguf)
-- [x] [RWKV-6](https://github.com/BlinkDL/RWKV-LM)
-- [x] [QRWKV-6](https://huggingface.co/recursal/QRWKV6-32B-Instruct-Preview-v0.1)
-- [x] [GigaChat-20B-A3B](https://huggingface.co/ai-sage/GigaChat-20B-A3B-instruct)
-- [X] [Trillion-7B-preview](https://huggingface.co/trillionlabs/Trillion-7B-preview)
-- [x] [Ling models](https://huggingface.co/collections/inclusionAI/ling-67c51c85b34a7ea0aba94c32)
-- [x] [LFM2 models](https://huggingface.co/collections/LiquidAI/lfm2-686d721927015b2ad73eaa38)
-- [x] [Hunyuan models](https://huggingface.co/collections/tencent/hunyuan-dense-model-6890632cda26b19119c9c5e7)
-- [x] [BailingMoeV2 (Ring/Ling 2.0) models](https://huggingface.co/collections/inclusionAI/ling-v2-68bf1dd2fc34c306c1fa6f86)
-- [x] [Mellum models](https://huggingface.co/JetBrains/models?search=mellum)
-
-#### Multimodal
-
-- [x] [LLaVA 1.5 models](https://huggingface.co/collections/liuhaotian/llava-15-653aac15d994e992e2677a7e), [LLaVA 1.6 models](https://huggingface.co/collections/liuhaotian/llava-16-65b9e40155f60fd046a5ccf2)
-- [x] [BakLLaVA](https://huggingface.co/models?search=SkunkworksAI/Bakllava)
-- [x] [Obsidian](https://huggingface.co/NousResearch/Obsidian-3B-V0.5)
-- [x] [ShareGPT4V](https://huggingface.co/models?search=Lin-Chen/ShareGPT4V)
-- [x] [MobileVLM 1.7B/3B models](https://huggingface.co/models?search=mobileVLM)
-- [x] [Yi-VL](https://huggingface.co/models?search=Yi-VL)
-- [x] [Mini CPM](https://huggingface.co/models?search=MiniCPM)
-- [x] [Moondream](https://huggingface.co/vikhyatk/moondream2)
-- [x] [Bunny](https://github.com/BAAI-DCAI/Bunny)
-- [x] [GLM-EDGE](https://huggingface.co/models?search=glm-edge)
-- [x] [Qwen2-VL](https://huggingface.co/collections/Qwen/qwen2-vl-66cee7455501d7126940800d)
-- [x] [LFM2-VL](https://huggingface.co/collections/LiquidAI/lfm2-vl-68963bbc84a610f7638d5ffa)
-
-</details>
-
-<details>
-<summary>Bindings</summary>
-
-- Python: [ddh0/easy-llama](https://github.com/ddh0/easy-llama)
-- Python: [abetlen/llama-cpp-python](https://github.com/abetlen/llama-cpp-python)
-- Go: [go-skynet/go-llama.cpp](https://github.com/go-skynet/go-llama.cpp)
-- Node.js: [withcatai/node-llama-cpp](https://github.com/withcatai/node-llama-cpp)
-- JS/TS (llama.cpp server client): [lgrammel/modelfusion](https://modelfusion.dev/integration/model-provider/llamacpp)
-- JS/TS (Programmable Prompt Engine CLI): [offline-ai/cli](https://github.com/offline-ai/cli)
-- JavaScript/Wasm (works in browser): [tangledgroup/llama-cpp-wasm](https://github.com/tangledgroup/llama-cpp-wasm)
-- Typescript/Wasm (nicer API, available on npm): [ngxson/wllama](https://github.com/ngxson/wllama)
-- Ruby: [yoshoku/llama_cpp.rb](https://github.com/yoshoku/llama_cpp.rb)
-- Ruby: [docusealco/rllama](https://github.com/docusealco/rllama)
-- Rust (more features): [edgenai/llama_cpp-rs](https://github.com/edgenai/llama_cpp-rs)
-- Rust (nicer API): [mdrokz/rust-llama.cpp](https://github.com/mdrokz/rust-llama.cpp)
-- Rust (more direct bindings): [utilityai/llama-cpp-rs](https://github.com/utilityai/llama-cpp-rs)
-- Rust (automated build from crates.io): [ShelbyJenkins/llm_client](https://github.com/ShelbyJenkins/llm_client)
-- C#/.NET: [SciSharp/LLamaSharp](https://github.com/SciSharp/LLamaSharp)
-- C#/VB.NET (more features - community license): [LM-Kit.NET](https://docs.lm-kit.com/lm-kit-net/index.html)
-- Scala 3: [donderom/llm4s](https://github.com/donderom/llm4s)
-- Clojure: [phronmophobic/llama.clj](https://github.com/phronmophobic/llama.clj)
-- React Native: [mybigday/llama.rn](https://github.com/mybigday/llama.rn)
-- Java: [kherud/java-llama.cpp](https://github.com/kherud/java-llama.cpp)
-- Java: [QuasarByte/llama-cpp-jna](https://github.com/QuasarByte/llama-cpp-jna)
-- Zig: [deins/llama.cpp.zig](https://github.com/Deins/llama.cpp.zig)
-- Flutter/Dart: [netdur/llama_cpp_dart](https://github.com/netdur/llama_cpp_dart)
-- Flutter: [xuegao-tzx/Fllama](https://github.com/xuegao-tzx/Fllama)
-- PHP (API bindings and features built on top of llama.cpp): [distantmagic/resonance](https://github.com/distantmagic/resonance) [(more info)](https://github.com/ggml-org/llama.cpp/pull/6326)
-- Guile Scheme: [guile_llama_cpp](https://savannah.nongnu.org/projects/guile-llama-cpp)
-- Swift [srgtuszy/llama-cpp-swift](https://github.com/srgtuszy/llama-cpp-swift)
-- Swift [ShenghaiWang/SwiftLlama](https://github.com/ShenghaiWang/SwiftLlama)
-- Delphi [Embarcadero/llama-cpp-delphi](https://github.com/Embarcadero/llama-cpp-delphi)
-- Go (no CGo needed): [hybridgroup/yzma](https://github.com/hybridgroup/yzma)
-- Android: [llama.android](/examples/llama.android)
-
-</details>
-
-<details>
-<summary>UIs</summary>
-
-*(to have a project listed here, it should clearly state that it depends on `llama.cpp`)*
-
-- [AI Sublime Text plugin](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) (MIT)
-- [BonzAI App](https://apps.apple.com/us/app/bonzai-your-local-ai-agent/id6752847988) (proprietary)
-- [cztomsik/ava](https://github.com/cztomsik/ava) (MIT)
-- [Dot](https://github.com/alexpinel/Dot) (GPL)
-- [eva](https://github.com/ylsdamxssjxxdd/eva) (MIT)
-- [iohub/collama](https://github.com/iohub/coLLaMA) (Apache-2.0)
-- [janhq/jan](https://github.com/janhq/jan) (AGPL)
-- [johnbean393/Sidekick](https://github.com/johnbean393/Sidekick) (MIT)
-- [KanTV](https://github.com/zhouwg/kantv?tab=readme-ov-file) (Apache-2.0)
-- [KodiBot](https://github.com/firatkiral/kodibot) (GPL)
-- [llama.vim](https://github.com/ggml-org/llama.vim) (MIT)
-- [LARS](https://github.com/abgulati/LARS) (AGPL)
-- [Llama Assistant](https://github.com/vietanhdev/llama-assistant) (GPL)
-- [LlamaLib](https://github.com/undreamai/LlamaLib) (Apache-2.0)
-- [LLMFarm](https://github.com/guinmoon/LLMFarm?tab=readme-ov-file) (MIT)
-- [LLMUnity](https://github.com/undreamai/LLMUnity) (MIT)
-- [LMStudio](https://lmstudio.ai/) (proprietary)
-- [LocalAI](https://github.com/mudler/LocalAI) (MIT)
-- [LostRuins/koboldcpp](https://github.com/LostRuins/koboldcpp) (AGPL)
-- [MindMac](https://mindmac.app) (proprietary)
-- [MindWorkAI/AI-Studio](https://github.com/MindWorkAI/AI-Studio) (FSL-1.1-MIT)
-- [Mobile-Artificial-Intelligence/maid](https://github.com/Mobile-Artificial-Intelligence/maid) (MIT)
-- [Mozilla-Ocho/llamafile](https://github.com/Mozilla-Ocho/llamafile) (Apache-2.0)
-- [nat/openplayground](https://github.com/nat/openplayground) (MIT)
-- [nomic-ai/gpt4all](https://github.com/nomic-ai/gpt4all) (MIT)
-- [ollama/ollama](https://github.com/ollama/ollama) (MIT)
-- [oobabooga/text-generation-webui](https://github.com/oobabooga/text-generation-webui) (AGPL)
-- [PocketPal AI](https://github.com/a-ghorbani/pocketpal-ai) (MIT)
-- [psugihara/FreeChat](https://github.com/psugihara/FreeChat) (MIT)
-- [ptsochantaris/emeltal](https://github.com/ptsochantaris/emeltal) (MIT)
-- [pythops/tenere](https://github.com/pythops/tenere) (AGPL)
-- [ramalama](https://github.com/containers/ramalama) (MIT)
-- [semperai/amica](https://github.com/semperai/amica) (MIT)
-- [withcatai/catai](https://github.com/withcatai/catai) (MIT)
-- [Autopen](https://github.com/blackhole89/autopen) (GPL)
-
-</details>
-
-<details>
-<summary>Tools</summary>
-
-- [akx/ggify](https://github.com/akx/ggify) – download PyTorch models from Hugging Face Hub and convert them to GGML
-- [akx/ollama-dl](https://github.com/akx/ollama-dl) – download models from the Ollama library to be used directly with llama.cpp
-- [crashr/gppm](https://github.com/crashr/gppm) – launch llama.cpp instances utilizing NVIDIA Tesla P40 or P100 GPUs with reduced idle power consumption
-- [gpustack/gguf-parser](https://github.com/gpustack/gguf-parser-go/tree/main/cmd/gguf-parser) - review/check the GGUF file and estimate the memory usage
-- [Styled Lines](https://marketplace.unity.com/packages/tools/generative-ai/styled-lines-llama-cpp-model-292902) (proprietary licensed, async wrapper of inference part for game development in Unity3d with pre-built Mobile and Web platform wrappers and a model example)
-- [unslothai/unsloth](https://github.com/unslothai/unsloth) – 🦥 exports/saves fine-tuned and trained models to GGUF (Apache-2.0)
-
-</details>
-
-<details>
-<summary>Infrastructure</summary>
-
-- [Paddler](https://github.com/intentee/paddler) - Open-source LLMOps platform for hosting and scaling AI in your own infrastructure
-- [GPUStack](https://github.com/gpustack/gpustack) - Manage GPU clusters for running LLMs
-- [llama_cpp_canister](https://github.com/onicai/llama_cpp_canister) - llama.cpp as a smart contract on the Internet Computer, using WebAssembly
-- [llama-swap](https://github.com/mostlygeek/llama-swap) - transparent proxy that adds automatic model switching with llama-server
-- [Kalavai](https://github.com/kalavai-net/kalavai-client) - Crowdsource end to end LLM deployment at any scale
-- [llmaz](https://github.com/InftyAI/llmaz) - ☸️ Easy, advanced inference platform for large language models on Kubernetes.
-- [LLMKube](https://github.com/defilantech/llmkube) - Kubernetes operator for llama.cpp with multi-GPU and Apple Silicon Metal
- support"
-</details>
-
-<details>
-<summary>Games</summary>
-
-- [Lucy's Labyrinth](https://github.com/MorganRO8/Lucys_Labyrinth) - A simple maze game where agents controlled by an AI model will try to trick you.
-
-</details>
-
+The `llama.cpp` project is build on top of the [ggml](https://github.com/ggml-org/ggml) library.
## Supported backends
| Backend | Target devices |
| --- | --- |
-| [Metal](docs/build.md#metal-build) | Apple Silicon |
| [BLAS](docs/build.md#blas-build) | All |
| [BLIS](docs/backend/BLIS.md) | All |
-| [SYCL](docs/backend/SYCL.md) | Intel GPU |
-| [OpenVINO [In Progress]](docs/backend/OPENVINO.md) | Intel CPUs, GPUs, and NPUs |
-| [MUSA](docs/build.md#musa) | Moore Threads GPU |
+| [CANN](docs/build.md#cann) | Ascend NPU |
| [CUDA](docs/build.md#cuda) | Nvidia GPU |
| [HIP](docs/build.md#hip) | AMD GPU |
-| [ZenDNN](docs/build.md#zendnn) | AMD CPU |
-| [Vulkan](docs/build.md#vulkan) | GPU |
-| [CANN](docs/build.md#cann) | Ascend NPU |
-| [OpenCL](docs/backend/OPENCL.md) | Adreno GPU |
-| [IBM zDNN](docs/backend/zDNN.md) | IBM Z & LinuxONE |
-| [WebGPU](docs/build.md#webgpu) | All |
-| [RPC](https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc) | All |
| [Hexagon [In Progress]](docs/backend/snapdragon/README.md) | Snapdragon |
+| [IBM zDNN](docs/backend/zDNN.md) | IBM Z & LinuxONE |
+| [MUSA](docs/build.md#musa) | Moore Threads GPU |
+| [Metal](docs/build.md#metal-build) | Apple Silicon |
+| [OpenCL](docs/backend/OPENCL.md) | Adreno GPU |
+| [OpenVINO [In Progress]](docs/backend/OPENVINO.md) | Intel CPUs, GPUs, and NPUs |
+| [RPC](https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc) | All |
+| [SYCL](docs/backend/SYCL.md) | Intel GPU |
| [VirtGPU](docs/backend/VirtGPU.md) | VirtGPU APIR |
+| [Vulkan](docs/build.md#vulkan) | GPU |
+| [WebGPU](docs/build.md#webgpu) | All |
+| [ZenDNN](docs/build.md#zendnn) | AMD CPU |
-## Obtaining and quantizing models
+## Documentation
-The [Hugging Face](https://huggingface.co) platform hosts a [number of LLMs](https://huggingface.co/models?library=gguf&sort=trending) compatible with `llama.cpp`:
-
-- [Trending](https://huggingface.co/models?library=gguf&sort=trending)
-- [LLaMA](https://huggingface.co/models?sort=trending&search=llama+gguf)
-
-You can either manually download the GGUF file or directly use any `llama.cpp`-compatible models from [Hugging Face](https://huggingface.co/) or other model hosting sites, by using this CLI argument: `-hf <user>/<model>[:quant]`. For example:
-
-```sh
-llama-cli -hf ggml-org/gemma-3-1b-it-GGUF
-```
-
-By default, the CLI would download from Hugging Face, you can switch to other options with the environment variable `MODEL_ENDPOINT`. The `MODEL_ENDPOINT` must point to a Hugging Face compatible API endpoint.
-
-After downloading a model, use the CLI tools to run it locally - see below.
-
-`llama.cpp` requires the model to be stored in the [GGUF](https://github.com/ggml-org/ggml/blob/master/docs/gguf.md) file format. Models in other data formats can be converted to GGUF using the `convert_*.py` Python scripts in this repo.
-
-The Hugging Face platform provides a variety of online tools for converting, quantizing and hosting models with `llama.cpp`:
-
-- Use the [GGUF-my-repo space](https://huggingface.co/spaces/ggml-org/gguf-my-repo) to convert to GGUF format and quantize model weights to smaller sizes
-- Use the [GGUF-my-LoRA space](https://huggingface.co/spaces/ggml-org/gguf-my-lora) to convert LoRA adapters to GGUF format (more info: https://github.com/ggml-org/llama.cpp/discussions/10123)
-- Use the [GGUF-editor space](https://huggingface.co/spaces/CISCai/gguf-editor) to edit GGUF meta data in the browser (more info: https://github.com/ggml-org/llama.cpp/discussions/9268)
-- Use the [Inference Endpoints](https://ui.endpoints.huggingface.co/) to directly host `llama.cpp` in the cloud (more info: https://github.com/ggml-org/llama.cpp/discussions/9669)
-
-To learn more about model quantization, [read this documentation](tools/quantize/README.md)
-
-## [`llama-cli`](tools/cli)
-
-#### A CLI tool for accessing and experimenting with most of `llama.cpp`'s functionality.
-
-- <details open>
- <summary>Run in conversation mode</summary>
-
- Models with a built-in chat template will automatically activate conversation mode. If this doesn't occur, you can manually enable it by adding `-cnv` and specifying a suitable chat template with `--chat-template NAME`
-
- ```bash
- llama-cli -m model.gguf
-
- # > hi, who are you?
- # Hi there! I'm your helpful assistant! I'm an AI-powered chatbot designed to assist and provide information to users like you. I'm here to help answer your questions, provide guidance, and offer support on a wide range of topics. I'm a friendly and knowledgeable AI, and I'm always happy to help with anything you need. What's on your mind, and how can I assist you today?
- #
- # > what is 1+1?
- # Easy peasy! The answer to 1+1 is... 2!
- ```
-
- </details>
-
-- <details>
- <summary>Run in conversation mode with custom chat template</summary>
-
- ```bash
- # use the "chatml" template (use -h to see the list of supported templates)
- llama-cli -m model.gguf -cnv --chat-template chatml
-
- # use a custom template
- llama-cli -m model.gguf -cnv --in-prefix 'User: ' --reverse-prompt 'User:'
- ```
-
- </details>
-
-- <details>
- <summary>Constrain the output with a custom grammar</summary>
-
- ```bash
- llama-cli -m model.gguf -n 256 --grammar-file grammars/json.gbnf -p 'Request: schedule a call at 8pm; Command:'
-
- # {"appointmentTime": "8pm", "appointmentDetails": "schedule a a call"}
- ```
-
- The [grammars/](grammars/) folder contains a handful of sample grammars. To write your own, check out the [GBNF Guide](grammars/README.md).
-
- For authoring more complex JSON grammars, check out https://grammar.intrinsiclabs.ai/
-
- </details>
-
-
-## [`llama-server`](tools/server)
-
-#### A lightweight, [OpenAI API](https://github.com/openai/openai-openapi) compatible, HTTP server for serving LLMs.
-
-- <details open>
- <summary>Start a local HTTP server with default configuration on port 8080</summary>
-
- ```bash
- llama-server -m model.gguf --port 8080
-
- # Basic web UI can be accessed via browser: http://localhost:8080
- # Chat completion endpoint: http://localhost:8080/v1/chat/completions
- ```
-
- </details>
-
-- <details>
- <summary>Support multiple-users and parallel decoding</summary>
-
- ```bash
- # up to 4 concurrent requests, each with 4096 max context
- llama-server -m model.gguf -c 16384 -np 4
- ```
-
- </details>
-
-- <details>
- <summary>Enable speculative decoding</summary>
-
- ```bash
- # the draft.gguf model should be a small variant of the target model.gguf
- llama-server -m model.gguf -md draft.gguf
- ```
-
- </details>
-
-- <details>
- <summary>Serve an embedding model</summary>
-
- ```bash
- # use the /embedding endpoint
- llama-server -m model.gguf --embedding --pooling cls -ub 8192
- ```
-
- </details>
-
-- <details>
- <summary>Serve a reranking model</summary>
-
- ```bash
- # use the /reranking endpoint
- llama-server -m model.gguf --reranking
- ```
-
- </details>
-
-- <details>
- <summary>Constrain all outputs with a grammar</summary>
-
- ```bash
- # custom grammar
- llama-server -m model.gguf --grammar-file grammar.gbnf
-
- # JSON
- llama-server -m model.gguf --grammar-file grammars/json.gbnf
- ```
-
- </details>
-
-
-## [`llama-perplexity`](tools/perplexity)
-
-#### A tool for measuring the [perplexity](tools/perplexity/README.md) [^1] (and other quality metrics) of a model over a given text.
-
-- <details open>
- <summary>Measure the perplexity over a text file</summary>
-
- ```bash
- llama-perplexity -m model.gguf -f file.txt
-
- # [1]15.2701,[2]5.4007,[3]5.3073,[4]6.2965,[5]5.8940,[6]5.6096,[7]5.7942,[8]4.9297, ...
- # Final estimate: PPL = 5.4007 +/- 0.67339
- ```
-
- </details>
-
-- <details>
- <summary>Measure KL divergence</summary>
-
- ```bash
- # TODO
- ```
-
- </details>
-
-[^1]: [https://huggingface.co/docs/transformers/perplexity](https://huggingface.co/docs/transformers/perplexity)
-
-## [`llama-bench`](tools/llama-bench)
-
-#### Benchmark the performance of the inference for various parameters.
-
-- <details open>
- <summary>Run default benchmark</summary>
-
- ```bash
- llama-bench -m model.gguf
-
- # Output:
- # | model | size | params | backend | threads | test | t/s |
- # | ------------------- | ---------: | ---------: | ---------- | ------: | ------------: | -------------------: |
- # | qwen2 1.5B Q4_0 | 885.97 MiB | 1.54 B | Metal,BLAS | 16 | pp512 | 5765.41 ± 20.55 |
- # | qwen2 1.5B Q4_0 | 885.97 MiB | 1.54 B | Metal,BLAS | 16 | tg128 | 197.71 ± 0.81 |
- #
- # build: 3e0ba0e60 (4229)
- ```
-
- </details>
-
-## [`llama-simple`](examples/simple)
-
-#### A minimal example for implementing apps with `llama.cpp`. Useful for developers.
-
-- <details>
- <summary>Basic text completion</summary>
-
- ```bash
- llama-simple -m model.gguf
-
- # Hello my name is Kaitlyn and I am a 16 year old girl. I am a junior in high school and I am currently taking a class called "The Art of
- ```
-
- </details>
-
-
-## Contributing
-
-- Contributors can open PRs
-- Collaborators will be invited based on contributions
-- Maintainers can push to branches in the `llama.cpp` repo and merge PRs into the `master` branch
-- Any help with managing issues, PRs and projects is very appreciated!
-- See [good first issues](https://github.com/ggml-org/llama.cpp/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) for tasks suitable for first contributions
-- Read the [CONTRIBUTING.md](CONTRIBUTING.md) for more information
-- Make sure to read this: [Inference at the edge](https://github.com/ggml-org/llama.cpp/discussions/205)
-- A bit of backstory for those who are interested: [Changelog podcast](https://changelog.com/podcast/532)
-
-## Other documentation
+#### Tools
- [cli](tools/cli/README.md)
- [completion](tools/completion/README.md)
- [server](tools/server/README.md)
- [GBNF grammars](grammars/README.md)
-#### Development documentation
+#### Development
- [How to build](docs/build.md)
- [Running on Docker](docs/docker.md)
@@ -537,66 +104,23 @@ To learn more about model quantization, [read this documentation](tools/quantize
- [Multi-GPU usage](docs/multi-gpu.md)
- [Performance troubleshooting](docs/development/token_generation_performance_tips.md)
- [GGML tips & tricks](https://github.com/ggml-org/llama.cpp/wiki/GGML-Tips-&-Tricks)
+- [XCFramework](docs/xcframework.md)
+- [Completions](docs/completions.md)
+- [Models](docs/models.md)
+- [Release process](docs/release.md)
-#### Seminal papers and background on the models
+## Contributing
-If your issue is with model generation quality, then please at least scan the following links and papers to understand the limitations of LLaMA models. This is especially important when choosing an appropriate model size and appreciating both the significant and subtle differences between LLaMA models and ChatGPT:
-- LLaMA:
- - [Introducing LLaMA: A foundational, 65-billion-parameter large language model](https://ai.facebook.com/blog/large-language-model-llama-meta-ai/)
- - [LLaMA: Open and Efficient Foundation Language Models](https://arxiv.org/abs/2302.13971)
-- GPT-3
- - [Language Models are Few-Shot Learners](https://arxiv.org/abs/2005.14165)
-- GPT-3.5 / InstructGPT / ChatGPT:
- - [Aligning language models to follow instructions](https://openai.com/research/instruction-following)
- - [Training language models to follow instructions with human feedback](https://arxiv.org/abs/2203.02155)
+- Contributors can open PRs
+- Collaborators will be invited based on contributions
+- Maintainers can push to branches in the `llama.cpp` repo and merge PRs into the `master` branch
+- Any help with managing issues, PRs and projects is very appreciated!
+- Read the [CONTRIBUTING.md](CONTRIBUTING.md) for more information
-## XCFramework
-The XCFramework is a precompiled version of the library for iOS, visionOS, tvOS,
-and macOS. It can be used in Swift projects without the need to compile the
-library from source. For example:
-```swift
-// swift-tools-version: 5.10
-// The swift-tools-version declares the minimum version of Swift required to build this package.
-
-import PackageDescription
-
-let package = Package(
- name: "MyLlamaPackage",
- targets: [
- .executableTarget(
- name: "MyLlamaPackage",
- dependencies: [
- "LlamaFramework"
- ]),
- .binaryTarget(
- name: "LlamaFramework",
- url: "https://github.com/ggml-org/llama.cpp/releases/download/b5046/llama-b5046-xcframework.zip",
- checksum: "c19be78b5f00d8d29a25da41042cb7afa094cbf6280a225abe614b03b20029ab"
- )
- ]
-)
-```
-The above example is using an intermediate build `b5046` of the library. This can be modified
-to use a different version by changing the URL and checksum.
-
-## Completions
-Command-line completion is available for some environments.
-
-#### Bash Completion
-```bash
-$ build/bin/llama-cli --completion-bash > ~/.llama-completion.bash
-$ source ~/.llama-completion.bash
-```
-Optionally this can be added to your `.bashrc` or `.bash_profile` to load it
-automatically. For example:
-```console
-$ echo "source ~/.llama-completion.bash" >> ~/.bashrc
-```
-
-## Dependencies
+## Acknowledgements
- [yhirose/cpp-httplib](https://github.com/yhirose/cpp-httplib) - Single-header HTTP server, used by `llama-server` - MIT license
-- [stb-image](https://github.com/nothings/stb) - Single-header image format decoder, used by multimodal subsystem - Public domain
+- [nothings/stb](https://github.com/nothings/stb) - Single-header image format decoder, used by multimodal subsystem - Public domain
- [nlohmann/json](https://github.com/nlohmann/json) - Single-header JSON library, used by various tools/examples - MIT License
-- [miniaudio.h](https://github.com/mackron/miniaudio) - Single-header audio format decoder, used by multimodal subsystem - Public domain
-- [subprocess.h](https://github.com/sheredom/subprocess.h) - Single-header process launching solution for C and C++ - Public domain
+- [mackron/miniaudio](https://github.com/mackron/miniaudio) - Single-header audio format decoder, used by multimodal subsystem - Public domain
+- [sheredom/subprocess.h](https://github.com/sheredom/subprocess.h) - Single-header process launching solution for C and C++ - Public domain
diff --git a/SECURITY.md b/SECURITY.md
index a98b8e70bd..bc6ed9d809 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -21,11 +21,18 @@ Please disclose it as a private [security advisory](https://github.com/ggml-org/
A team of volunteers on a reasonable-effort basis maintains this project. As such, please give us at least 90 days to work on a fix before public exposure.
+### AI-powered code scan
+
+llama.cpp has an AI security scanner that scans the code periodically. The full prompts and tool set can be found in [ggml-org/security-scan-prompt](https://github.com/ggml-org/security-scan-prompt).
+
+We greatly appreciate reports that reflect genuine research effort, and we are happy to spend our time reviewing them. Findings that an autonomous AI agent can surface on its own add little on top of the scans we already run.
+
### Requirements
Before submitting your report, ensure you meet the following requirements:
- You have read this policy and fully understand it.
+- You have searched for existing discussions of the issue. If it has already been reported, your report will likely be rejected as a duplicate.
- AI is only permitted in an assistive capacity as stated in [AGENTS.md](AGENTS.md). We do not accept reports that are written exclusively by AI.
- Your report must include a working Proof-of-Concept in the form of a script and/or attached files.
@@ -46,6 +53,8 @@ Only vulnerabilities that fall within these parts of the project are considered
Note that none of the topics under [Using llama.cpp securely](#using-llamacpp-securely) are considered vulnerabilities in LLaMA C++.
+Denial-of-Service (DoS) bugs are generally not treated as vulnerabilities. We don't reject them outright, but we look at them case-by-case and only accept those that are genuinely worth fixing.
+
For vulnerabilities that fall within the `vendor` directory, please report them directly to the third-party project.
## Using llama.cpp securely
@@ -80,7 +89,7 @@ To protect sensitive data from potential leaks or unauthorized access, it is cru
### Untrusted environments or networks
If you can't run your models in a secure and isolated environment or if it must be exposed to an untrusted network, make sure to take the following security precautions:
-* Do not use the RPC backend, [rpc-server](https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc) and [llama-server](https://github.com/ggml-org/llama.cpp/tree/master/tools/server) functionality (see https://github.com/ggml-org/llama.cpp/pull/13061).
+* Do not use the RPC backend, [ggml-rpc-server](https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc) and [llama-server](https://github.com/ggml-org/llama.cpp/tree/master/tools/server) functionality (see https://github.com/ggml-org/llama.cpp/pull/13061).
* Confirm the hash of any downloaded artifact (e.g. pre-trained model weights) matches a known-good value.
* Encrypt your data if sending it over the network.
diff --git a/app/CMakeLists.txt b/app/CMakeLists.txt
index 3ce503955b..3450ff4900 100644
--- a/app/CMakeLists.txt
+++ b/app/CMakeLists.txt
@@ -1,6 +1,6 @@
set(TARGET llama-app)
-add_executable(${TARGET} llama.cpp)
+add_executable(${TARGET} llama.cpp download.cpp)
set_target_properties(${TARGET} PROPERTIES OUTPUT_NAME llama)
target_link_libraries(${TARGET} PRIVATE
diff --git a/app/download.cpp b/app/download.cpp
new file mode 100644
index 0000000000..7227baadcb
--- /dev/null
+++ b/app/download.cpp
@@ -0,0 +1,71 @@
+#include "arg.h"
+#include "common.h"
+#include "download.h"
+#include "log.h"
+
+#include <cstdio>
+#include <filesystem>
+
+static void print_usage(int /*argc*/, char ** argv) {
+ printf(
+ "\nexamples:\n"
+ " %s -hf ggml-org/gemma-3-4b-it-qat-GGUF\n"
+ " %s -hf ggml-org/gemma-3-4b-it-qat-GGUF:Q4_K_M\n"
+ " %s -hf ggml-org/models -hff model.gguf\n"
+ " %s -mu https://example.com/model.gguf -m model.gguf\n"
+ "\n",
+ argv[0], argv[0], argv[0], argv[0]
+ );
+}
+
+int llama_download(int argc, char ** argv);
+
+int llama_download(int argc, char ** argv) {
+ common_init();
+
+ common_params params;
+ params.verbosity = LOG_LEVEL_ERROR;
+
+ if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_DOWNLOAD, print_usage)) {
+ return 1;
+ }
+
+ const bool has_source = !params.model.hf_repo.empty() || !params.model.url.empty() ||
+ !params.model.path.empty() || !params.model.docker_repo.empty();
+ if (!has_source) {
+ fprintf(stderr, "error: no model source specified (use --hf-repo, --model-url, --model or --docker-repo)\n");
+ return 1;
+ }
+
+ try {
+ common_models_handler handler = common_models_handler_init(params, LLAMA_EXAMPLE_DOWNLOAD);
+ common_models_handler_apply(handler, params);
+ } catch (const std::exception & e) {
+ fprintf(stderr, "error: %s\n", e.what());
+ return 1;
+ }
+
+ if (!params.models_preset.empty()) {
+ // -hf pointed at a preset repo: print the preset path and stop
+ printf("%s\n", params.models_preset.c_str());
+ return 0;
+ }
+ if (params.model.path.empty()) {
+ fprintf(stderr, "error: model download failed\n");
+ return 1;
+ }
+ if (!std::filesystem::exists(params.model.path)) {
+ fprintf(stderr, "error: model file does not exist: %s\n", params.model.path.c_str());
+ return 1;
+ }
+
+ printf("%s\n", params.model.path.c_str());
+ if (!params.mmproj.path.empty()) {
+ printf("%s\n", params.mmproj.path.c_str());
+ }
+ if (!params.speculative.draft.mparams.path.empty()) {
+ printf("%s\n", params.speculative.draft.mparams.path.c_str());
+ }
+
+ return 0;
+}
diff --git a/app/llama.cpp b/app/llama.cpp
index 30b09f9ef7..3b7e46f20d 100644
--- a/app/llama.cpp
+++ b/app/llama.cpp
@@ -1,5 +1,7 @@
#include "build-info.h"
+#include "llama.h"
+
#include <cstdio>
#include <cstdlib>
#include <string>
@@ -19,17 +21,23 @@ int llama_batched_bench(int argc, char ** argv);
int llama_fit_params(int argc, char ** argv);
int llama_quantize(int argc, char ** argv);
int llama_perplexity(int argc, char ** argv);
+int llama_download(int argc, char ** argv);
-// hands the update over to the install script, which downloads and swaps the binary
+// Self-update is only supported for binaries built with llama-install.sh
static int llama_update(int argc, char ** argv) {
(void) argc;
(void) argv;
+#ifdef LLAMA_INSTALL_BUILD
#if defined(_WIN32)
return system("powershell -NoProfile -ExecutionPolicy Bypass -Command \"irm https://llama.app/install.ps1 | iex\"");
#else
return system("curl -fsSL https://llama.app/install.sh | sh");
#endif
+#else
+ printf("Updates are available only when installed from https://llama.app\n");
+ return 1;
+#endif
}
static const char * progname;
@@ -44,29 +52,39 @@ struct command {
std::vector<std::string> aliases;
bool hidden;
int (*func)(int, char **);
+ bool flags = false; // allow --name
};
+#ifdef LLAMA_INSTALL_BUILD
+#define UPDATE_HIDDEN false
+#else
+#define UPDATE_HIDDEN true
+#endif
+
static const command cmds[] = {
- {"serve", "HTTP API server", {"server"}, false, llama_server },
- {"cli", "Command-line interactive interface", {"client"}, false, llama_cli },
- {"update", "Update llama to the latest release", {}, false, llama_update },
- {"completion", "Text completion", {"complete"}, true, llama_completion },
- {"bench", "Benchmark prompt processing and text generation", {}, true, llama_bench },
- {"batched-bench", "Benchmark batched decoding performance", {}, true, llama_batched_bench},
- {"fit-params", "Compute parameters to fit a model in device memory", {}, true, llama_fit_params },
- {"quantize", "Quantize a model", {}, true, llama_quantize },
- {"perplexity", "Compute model perplexity and KL divergence", {}, true, llama_perplexity },
- {"version", "Show version", {}, false, version },
- {"licenses", "Show third-party licenses", {"credits"}, false, licenses },
- {"help", "Show available commands", {}, false, help },
+ {"serve", "HTTP API server", {"server"}, false, llama_server },
+ {"cli", "Command-line interactive interface", {"client"}, false, llama_cli },
+ {"update", "Update llama to the latest release", {}, UPDATE_HIDDEN, llama_update },
+ {"download", "Download a model", {"get"}, false, llama_download },
+ {"completion", "Text completion", {"complete"}, true, llama_completion },
+ {"bench", "Benchmark prompt processing and text generation", {}, true, llama_bench },
+ {"batched-bench", "Benchmark batched decoding performance", {}, true, llama_batched_bench},
+ {"fit-params", "Compute parameters to fit a model in device memory", {}, true, llama_fit_params },
+ {"quantize", "Quantize a model", {}, true, llama_quantize },
+ {"perplexity", "Compute model perplexity and KL divergence", {}, true, llama_perplexity },
+ {"version", "Show version", {}, false, version, true },
+ {"licenses", "Show third-party licenses", {"credits"}, false, licenses, true },
+ {"help", "Show available commands", {}, false, help, true },
};
-static int version(int argc, char ** argv) {
- printf("%s\n", llama_build_info());
+#undef UPDATE_HIDDEN
+
+static int version(int /*argc*/, char ** /*argv*/) {
+ llama_print_build_info(llama_version());
return 0;
}
-static int licenses(int argc, char ** argv) {
+static int licenses(int /*argc*/, char ** /*argv*/) {
for (int i = 0; LICENSES[i]; ++i) {
printf("%s\n", LICENSES[i]);
}
@@ -93,7 +111,10 @@ static int help(int argc, char ** argv) {
return 0;
}
-static bool matches(const std::string & arg, const command & cmd) {
+static bool matches(std::string arg, const command & cmd) {
+ if (cmd.flags && arg.size() > 2 && arg[0] == '-' && arg[1] == '-') {
+ arg.erase(0, 2);
+ }
if (arg == cmd.name) {
return true;
}
diff --git a/build-xcframework.sh b/build-xcframework.sh
index 180c01a88e..e405a1c0f6 100755
--- a/build-xcframework.sh
+++ b/build-xcframework.sh
@@ -1,5 +1,8 @@
#!/usr/bin/env bash
#
+# usage: ./build-xcframework.sh [BUILD ...] (default: all builds)
+# builds: ios-sim ios-device macos visionos visionos-sim tvos-sim tvos-device
+#
# Options
IOS_MIN_OS_VERSION=16.4
MACOS_MIN_OS_VERSION=13.3
@@ -13,12 +16,49 @@ LLAMA_BUILD_EXAMPLES=OFF
LLAMA_BUILD_TOOLS=OFF
LLAMA_BUILD_TESTS=OFF
LLAMA_BUILD_SERVER=OFF
+LLAMA_BUILD_MTMD=ON
GGML_METAL=ON
GGML_METAL_EMBED_LIBRARY=ON
GGML_BLAS_DEFAULT=ON
-GGML_METAL_USE_BF16=ON
GGML_OPENMP=OFF
+# Max number of concurrent platform builds
+MAX_PARALLEL_BUILDS=1
+
+# Split the available cores between the concurrent builds (min 1)
+JOBS_PER_BUILD=$(( $(sysctl -n hw.logicalcpu) / MAX_PARALLEL_BUILDS ))
+if [[ "$JOBS_PER_BUILD" -lt 1 ]]; then
+ JOBS_PER_BUILD=1
+fi
+
+# echo "build_fn build_dir release_dir platform is_simulator min_os" for a build name
+build_spec() {
+ case "$1" in
+ ios-sim) echo "build_ios_sim build-ios-sim Release-iphonesimulator ios true ${IOS_MIN_OS_VERSION}" ;;
+ ios-device) echo "build_ios_device build-ios-device Release-iphoneos ios false ${IOS_MIN_OS_VERSION}" ;;
+ macos) echo "build_macos build-macos Release macos false ${MACOS_MIN_OS_VERSION}" ;;
+ visionos) echo "build_visionos build-visionos Release-xros visionos false ${VISIONOS_MIN_OS_VERSION}" ;;
+ visionos-sim) echo "build_visionos_sim build-visionos-sim Release-xrsimulator visionos true ${VISIONOS_MIN_OS_VERSION}" ;;
+ tvos-sim) echo "build_tvos_sim build-tvos-sim Release-appletvsimulator tvos true ${TVOS_MIN_OS_VERSION}" ;;
+ tvos-device) echo "build_tvos_device build-tvos-device Release-appletvos tvos false ${TVOS_MIN_OS_VERSION}" ;;
+ *) return 1 ;;
+ esac
+}
+
+# Default: build everything
+if [[ $# -eq 0 ]]; then
+ BUILDS=(ios-sim ios-device macos visionos visionos-sim tvos-sim tvos-device)
+else
+ BUILDS=("$@")
+fi
+for b in "${BUILDS[@]}"; do
+ if ! build_spec "$b" >/dev/null; then
+ echo "Error: unknown build '$b'" >&2
+ echo "Valid builds: ios-sim ios-device macos visionos visionos-sim tvos-sim tvos-device" >&2
+ exit 1
+ fi
+done
+
COMMON_C_FLAGS="-Wno-macro-redefined -Wno-shorten-64-to-32 -Wno-unused-command-line-argument -g"
COMMON_CXX_FLAGS="-Wno-macro-redefined -Wno-shorten-64-to-32 -Wno-unused-command-line-argument -g"
@@ -39,10 +79,10 @@ COMMON_CMAKE_ARGS=(
-DLLAMA_BUILD_TOOLS=${LLAMA_BUILD_TOOLS}
-DLLAMA_BUILD_TESTS=${LLAMA_BUILD_TESTS}
-DLLAMA_BUILD_SERVER=${LLAMA_BUILD_SERVER}
+ -DLLAMA_BUILD_MTMD=${LLAMA_BUILD_MTMD}
-DGGML_METAL_EMBED_LIBRARY=${GGML_METAL_EMBED_LIBRARY}
-DGGML_BLAS_DEFAULT=${GGML_BLAS_DEFAULT}
-DGGML_METAL=${GGML_METAL}
- -DGGML_METAL_USE_BF16=${GGML_METAL_USE_BF16}
-DGGML_NATIVE=OFF
-DGGML_OPENMP=${GGML_OPENMP}
)
@@ -126,6 +166,8 @@ setup_framework_structure() {
cp ggml/include/ggml-cpu.h ${header_path}
cp ggml/include/ggml-blas.h ${header_path}
cp ggml/include/gguf.h ${header_path}
+ cp tools/mtmd/mtmd.h ${header_path}
+ cp tools/mtmd/mtmd-helper.h ${header_path}
# Create module map (common for all platforms)
cat > ${module_path}module.modulemap << EOF
@@ -247,6 +289,8 @@ combine_static_libraries() {
"${base_dir}/${build_dir}/ggml/src/${release_dir}/libggml-cpu.a"
"${base_dir}/${build_dir}/ggml/src/ggml-metal/${release_dir}/libggml-metal.a"
"${base_dir}/${build_dir}/ggml/src/ggml-blas/${release_dir}/libggml-blas.a"
+ "${base_dir}/${build_dir}/tools/mtmd/${release_dir}/libmtmd.a"
+ "${base_dir}/${build_dir}/vendor/hash/${release_dir}/libvendor-hash.a"
)
# Create temporary directory for processing
@@ -398,142 +442,189 @@ combine_static_libraries() {
rm -rf "${temp_dir}"
}
-echo "Building for iOS simulator..."
-cmake -B build-ios-sim -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${IOS_MIN_OS_VERSION} \
- -DIOS=ON \
- -DCMAKE_SYSTEM_NAME=iOS \
- -DCMAKE_OSX_SYSROOT=iphonesimulator \
- -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=iphonesimulator \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -S .
-cmake --build build-ios-sim --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_ios_sim() {
+ echo "Building for iOS simulator..."
+ cmake -B build-ios-sim -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${IOS_MIN_OS_VERSION} \
+ -DIOS=ON \
+ -DCMAKE_SYSTEM_NAME=iOS \
+ -DCMAKE_OSX_SYSROOT=iphonesimulator \
+ -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=iphonesimulator \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-ios-sim --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
-echo "Building for iOS devices..."
-cmake -B build-ios-device -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${IOS_MIN_OS_VERSION} \
- -DCMAKE_SYSTEM_NAME=iOS \
- -DCMAKE_OSX_SYSROOT=iphoneos \
- -DCMAKE_OSX_ARCHITECTURES="arm64" \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=iphoneos \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -S .
-cmake --build build-ios-device --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_ios_device() {
+ echo "Building for iOS devices..."
+ cmake -B build-ios-device -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${IOS_MIN_OS_VERSION} \
+ -DCMAKE_SYSTEM_NAME=iOS \
+ -DCMAKE_OSX_SYSROOT=iphoneos \
+ -DCMAKE_OSX_ARCHITECTURES="arm64" \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=iphoneos \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-ios-device --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
-echo "Building for macOS..."
-cmake -B build-macos -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${MACOS_MIN_OS_VERSION} \
- -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -S .
-cmake --build build-macos --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_macos() {
+ echo "Building for macOS..."
+ cmake -B build-macos -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${MACOS_MIN_OS_VERSION} \
+ -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -S .
+ cmake --build build-macos --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
-echo "Building for visionOS..."
-cmake -B build-visionos -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${VISIONOS_MIN_OS_VERSION} \
- -DCMAKE_OSX_ARCHITECTURES="arm64" \
- -DCMAKE_SYSTEM_NAME=visionOS \
- -DCMAKE_OSX_SYSROOT=xros \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=xros \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -DLLAMA_BUILD_SERVER=OFF \
- -S .
-cmake --build build-visionos --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_visionos() {
+ echo "Building for visionOS..."
+ cmake -B build-visionos -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${VISIONOS_MIN_OS_VERSION} \
+ -DCMAKE_OSX_ARCHITECTURES="arm64" \
+ -DCMAKE_SYSTEM_NAME=visionOS \
+ -DCMAKE_OSX_SYSROOT=xros \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=xros \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DLLAMA_BUILD_SERVER=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-visionos --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
-echo "Building for visionOS simulator..."
-cmake -B build-visionos-sim -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${VISIONOS_MIN_OS_VERSION} \
- -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
- -DCMAKE_SYSTEM_NAME=visionOS \
- -DCMAKE_OSX_SYSROOT=xrsimulator \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=xrsimulator \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -DLLAMA_BUILD_SERVER=OFF \
- -S .
-cmake --build build-visionos-sim --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_visionos_sim() {
+ echo "Building for visionOS simulator..."
+ cmake -B build-visionos-sim -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${VISIONOS_MIN_OS_VERSION} \
+ -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
+ -DCMAKE_SYSTEM_NAME=visionOS \
+ -DCMAKE_OSX_SYSROOT=xrsimulator \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=xrsimulator \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DLLAMA_BUILD_SERVER=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-visionos-sim --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
# Add tvOS builds (might need the same u_int definitions as watchOS and visionOS)
-echo "Building for tvOS simulator..."
-cmake -B build-tvos-sim -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${TVOS_MIN_OS_VERSION} \
- -DCMAKE_SYSTEM_NAME=tvOS \
- -DCMAKE_OSX_SYSROOT=appletvsimulator \
- -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
- -DGGML_METAL=ON \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=appletvsimulator \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -S .
-cmake --build build-tvos-sim --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_tvos_sim() {
+ echo "Building for tvOS simulator..."
+ cmake -B build-tvos-sim -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${TVOS_MIN_OS_VERSION} \
+ -DCMAKE_SYSTEM_NAME=tvOS \
+ -DCMAKE_OSX_SYSROOT=appletvsimulator \
+ -DCMAKE_OSX_ARCHITECTURES="arm64;x86_64" \
+ -DGGML_METAL=ON \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=appletvsimulator \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-tvos-sim --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
-echo "Building for tvOS devices..."
-cmake -B build-tvos-device -G Xcode \
- "${COMMON_CMAKE_ARGS[@]}" \
- -DCMAKE_OSX_DEPLOYMENT_TARGET=${TVOS_MIN_OS_VERSION} \
- -DCMAKE_SYSTEM_NAME=tvOS \
- -DCMAKE_OSX_SYSROOT=appletvos \
- -DCMAKE_OSX_ARCHITECTURES="arm64" \
- -DGGML_METAL=ON \
- -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=appletvos \
- -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
- -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
- -DLLAMA_OPENSSL=OFF \
- -S .
-cmake --build build-tvos-device --config Release -j $(sysctl -n hw.logicalcpu) -- -quiet
+build_tvos_device() {
+ echo "Building for tvOS devices..."
+ cmake -B build-tvos-device -G Xcode \
+ "${COMMON_CMAKE_ARGS[@]}" \
+ -DCMAKE_OSX_DEPLOYMENT_TARGET=${TVOS_MIN_OS_VERSION} \
+ -DCMAKE_SYSTEM_NAME=tvOS \
+ -DCMAKE_OSX_SYSROOT=appletvos \
+ -DCMAKE_OSX_ARCHITECTURES="arm64" \
+ -DGGML_METAL=ON \
+ -DCMAKE_XCODE_ATTRIBUTE_SUPPORTED_PLATFORMS=appletvos \
+ -DCMAKE_C_FLAGS="${COMMON_C_FLAGS}" \
+ -DCMAKE_CXX_FLAGS="${COMMON_CXX_FLAGS}" \
+ -DLLAMA_OPENSSL=OFF \
+ -DMTMD_VIDEO=OFF \
+ -S .
+ cmake --build build-tvos-device --config Release -j "${JOBS_PER_BUILD}" -- -quiet
+}
+
+run_builds_parallel() {
+ local -a pids=()
+ local -a names=()
+ local name i
+ for name in "$@"; do
+ # Wait for the oldest running build to free a slot
+ if [[ "${#pids[@]}" -ge "$MAX_PARALLEL_BUILDS" ]]; then
+ if ! wait "${pids[0]}"; then
+ echo "ERROR: build '${names[0]}' failed, log follows (${names[0]}.log):" >&2
+ kill "${pids[@]}" 2>/dev/null || true
+ cat "${names[0]}.log" >&2
+ exit 1
+ fi
+ pids=("${pids[@]:1}")
+ names=("${names[@]:1}")
+ fi
+ echo "Starting build: $name (log: ${name}.log, -j ${JOBS_PER_BUILD})"
+ "$name" > "${name}.log" 2>&1 &
+ pids+=("$!")
+ names+=("$name")
+ done
+ # Wait for the remaining builds
+ for i in "${!pids[@]}"; do
+ if ! wait "${pids[$i]}"; then
+ echo "ERROR: build '${names[$i]}' failed, log follows (${names[$i]}.log):" >&2
+ kill "${pids[@]}" 2>/dev/null || true
+ cat "${names[$i]}.log" >&2
+ exit 1
+ fi
+ done
+}
+
+BUILD_FNS=()
+for b in "${BUILDS[@]}"; do
+ read -r fn _ < <(build_spec "$b")
+ BUILD_FNS+=("$fn")
+done
+echo "Building: ${BUILDS[*]} (max ${MAX_PARALLEL_BUILDS} at a time, -j ${JOBS_PER_BUILD} each)..."
+run_builds_parallel "${BUILD_FNS[@]}"
# Setup frameworks and copy binaries and headers
echo "Setting up framework structures..."
-setup_framework_structure "build-ios-sim" ${IOS_MIN_OS_VERSION} "ios"
-setup_framework_structure "build-ios-device" ${IOS_MIN_OS_VERSION} "ios"
-setup_framework_structure "build-macos" ${MACOS_MIN_OS_VERSION} "macos"
-setup_framework_structure "build-visionos" ${VISIONOS_MIN_OS_VERSION} "visionos"
-setup_framework_structure "build-visionos-sim" ${VISIONOS_MIN_OS_VERSION} "visionos"
-setup_framework_structure "build-tvos-sim" ${TVOS_MIN_OS_VERSION} "tvos"
-setup_framework_structure "build-tvos-device" ${TVOS_MIN_OS_VERSION} "tvos"
+for b in "${BUILDS[@]}"; do
+ read -r _ bdir _ platform _ min_os < <(build_spec "$b")
+ setup_framework_structure "$bdir" "$min_os" "$platform"
+done
# Create dynamic libraries from static libraries
echo "Creating dynamic libraries from static libraries..."
-combine_static_libraries "build-ios-sim" "Release-iphonesimulator" "ios" "true"
-combine_static_libraries "build-ios-device" "Release-iphoneos" "ios" "false"
-combine_static_libraries "build-macos" "Release" "macos" "false"
-combine_static_libraries "build-visionos" "Release-xros" "visionos" "false"
-combine_static_libraries "build-visionos-sim" "Release-xrsimulator" "visionos" "true"
-combine_static_libraries "build-tvos-sim" "Release-appletvsimulator" "tvos" "true"
-combine_static_libraries "build-tvos-device" "Release-appletvos" "tvos" "false"
+for b in "${BUILDS[@]}"; do
+ read -r _ bdir rdir platform is_sim _ < <(build_spec "$b")
+ combine_static_libraries "$bdir" "$rdir" "$platform" "$is_sim"
+done
# Create XCFramework with correct debug symbols paths
echo "Creating XCFramework..."
+XCFW_ARGS=()
+for b in "${BUILDS[@]}"; do
+ read -r _ bdir _ _ _ _ < <(build_spec "$b")
+ XCFW_ARGS+=(-framework "$(pwd)/${bdir}/framework/llama.framework")
+ XCFW_ARGS+=(-debug-symbols "$(pwd)/${bdir}/dSYMs/llama.dSYM")
+done
xcrun xcodebuild -create-xcframework \
- -framework $(pwd)/build-ios-sim/framework/llama.framework \
- -debug-symbols $(pwd)/build-ios-sim/dSYMs/llama.dSYM \
- -framework $(pwd)/build-ios-device/framework/llama.framework \
- -debug-symbols $(pwd)/build-ios-device/dSYMs/llama.dSYM \
- -framework $(pwd)/build-macos/framework/llama.framework \
- -debug-symbols $(pwd)/build-macos/dSYMs/llama.dSYM \
- -framework $(pwd)/build-visionos/framework/llama.framework \
- -debug-symbols $(pwd)/build-visionos/dSYMs/llama.dSYM \
- -framework $(pwd)/build-visionos-sim/framework/llama.framework \
- -debug-symbols $(pwd)/build-visionos-sim/dSYMs/llama.dSYM \
- -framework $(pwd)/build-tvos-device/framework/llama.framework \
- -debug-symbols $(pwd)/build-tvos-device/dSYMs/llama.dSYM \
- -framework $(pwd)/build-tvos-sim/framework/llama.framework \
- -debug-symbols $(pwd)/build-tvos-sim/dSYMs/llama.dSYM \
- -output $(pwd)/build-apple/llama.xcframework
+ "${XCFW_ARGS[@]}" \
+ -output "$(pwd)/build-apple/llama.xcframework"
diff --git a/ci/run.sh b/ci/run.sh
index e4a34ff0ac..1f1e4bc033 100755
--- a/ci/run.sh
+++ b/ci/run.sh
@@ -10,6 +10,9 @@
# # with CUDA support
# GG_BUILD_CUDA=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
#
+# # with ROCm support
+# GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS=gfx1151 bash ./ci/run.sh ./tmp/results ./tmp/mnt
+#
# # with SYCL support
# GG_BUILD_SYCL=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
#
@@ -46,6 +49,14 @@ mkdir -p "$2"
OUT=$(realpath "$1")
MNT=$(realpath "$2")
+# gpu-rocm self-hosted runner can't upload logs to blob; keep each run's logs in
+# their own dir keyed by the GitHub run id so an Actions run URL maps to its logs.
+if [ -n "${GG_BUILD_ROCM}" ] && [ -n "${GITHUB_RUN_ID}" ]; then
+ OUT="$OUT/run-${GITHUB_RUN_ID}-${GITHUB_RUN_ATTEMPT:-1}"
+ mkdir -p "$OUT"
+ echo "ci results dir: $OUT"
+fi
+
rm -f $OUT/*.log
rm -f $OUT/*.exit
rm -f $OUT/*.md
@@ -89,7 +100,7 @@ if [ ! -z ${GG_BUILD_CUDA} ]; then
fi
if [ ! -z ${GG_BUILD_ROCM} ]; then
- CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_HIP=ON"
+ CMAKE_EXTRA="${CMAKE_EXTRA} -DCMAKE_HIP_COMPILER=$(hipconfig -l)/clang -DGGML_HIP=ON"
if [ -z ${GG_BUILD_AMDGPU_TARGETS} ]; then
echo "Missing GG_BUILD_AMDGPU_TARGETS, please set it to your GPU architecture (e.g. gfx90a, gfx1100, etc.)"
exit 1
@@ -179,7 +190,7 @@ if [ ! -z ${GG_BUILD_OPENVINO} ]; then
CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_OPENVINO=ON"
# TODO: fix and re-enable the `test-llama-archs` test below
- CTEST_EXTRA="-E test-llama-archs"
+ CTEST_EXTRA="-E test-llama-archs|test-recurrent-state-rollback-nemotron-h"
fi
## helpers
@@ -289,6 +300,40 @@ function gg_sum_ctest_release {
gg_printf '```\n'
}
+# test_llama_archs_tensor_split
+
+function gg_run_test_llama_archs_tensor_split {
+ cd ${SRC}
+
+ set -e
+
+ if [ ! -z ${GG_BUILD_CUDA} ]; then
+ GGML_CUDA_DEVICES=1 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_CUDA_DEVICES=2 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_CUDA_DEVICES=3 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_CUDA_DEVICES=4 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ fi
+
+ if [ ! -z ${GG_BUILD_METAL} ]; then
+ GGML_METAL_DEVICES=1 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_METAL_DEVICES=2 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_METAL_DEVICES=3 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ GGML_METAL_DEVICES=4 ./build-ci-release/bin/test-llama-archs -s 1 2>&1
+ fi
+
+ set +e
+}
+
+function gg_sum_test_llama_archs_tensor_split {
+ gg_printf '### %s\n\n' "${ci}"
+
+ gg_printf 'Runs test-llama-archs with 1 to 4 devices\n'
+ gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
+ gg_printf '```\n'
+ gg_printf '%s\n' "$(cat $OUT/${ci}.log)"
+ gg_printf '```\n'
+}
+
# test_scripts
function gg_run_test_scripts {
@@ -640,39 +685,52 @@ function gg_sum_rerank_tiny {
function gg_check_build_requirements {
if ! command -v git &> /dev/null; then
- gg_printf 'git not found, please install'
+ gg_printf 'git not found, please install\n'
+ exit 1
fi
if ! command -v git-lfs &> /dev/null; then
- gg_printf 'git-lfs not found, please install'
+ gg_printf 'git-lfs not found, please install\n'
+ exit 1
+ fi
+
+ if ! git config --get filter.lfs.clean &> /dev/null; then
+ gg_printf 'git-lfs not initialized, please run `git lfs install`\n'
+ exit 1
fi
if ! command -v wget &> /dev/null; then
- gg_printf 'wget not found, please install'
+ gg_printf 'wget not found, please install\n'
+ exit 1
fi
if ! command -v python3 &> /dev/null; then
- gg_printf 'python3 not found, please install'
+ gg_printf 'python3 not found, please install\n'
+ exit 1
fi
if ! command -v pip3 &> /dev/null; then
- gg_printf 'pip3 not found, please install'
+ gg_printf 'pip3 not found, please install\n'
+ exit 1
fi
if ! python3 -m ensurepip --help &> /dev/null; then
- gg_printf 'ensurepip not found, please install python3-venv package'
+ gg_printf 'ensurepip not found, please install python3-venv package\n'
+ exit 1
fi
if ! command -v cmake &> /dev/null; then
- gg_printf 'cmake not found, please install'
+ gg_printf 'cmake not found, please install\n'
+ exit 1
fi
if ! command -v ccache &> /dev/null; then
- gg_printf 'ccache not found, please consider installing for faster builds'
+ gg_printf 'ccache not found, please consider installing for faster builds\n'
fi
if ! command -v ctest &> /dev/null; then
- gg_printf 'ctest not found, please install'
+ gg_printf 'ctest not found, please install\n'
+ exit 1
fi
}
@@ -727,6 +785,8 @@ ret=0
test $ret -eq 0 && gg_run ctest_debug
test $ret -eq 0 && gg_run ctest_release
+test $ret -eq 0 && gg_run test_llama_archs_tensor_split
+
if [ ! -z ${GG_BUILD_HIGH_PERF} ]; then
test $ret -eq 0 && gg_run test_backend_ops_cpu
fi
diff --git a/cmake/arm64-windows-llvm.cmake b/cmake/arm64-windows-llvm.cmake
index 8023796800..cdba4e7494 100644
--- a/cmake/arm64-windows-llvm.cmake
+++ b/cmake/arm64-windows-llvm.cmake
@@ -8,6 +8,7 @@ set( CMAKE_CXX_COMPILER clang++ )
set( CMAKE_C_COMPILER_TARGET ${target} )
set( CMAKE_CXX_COMPILER_TARGET ${target} )
+set( CMAKE_ASM_COMPILER_TARGET ${target} )
set( arch_c_flags "-march=armv8.7-a -fvectorize -ffp-model=fast -fno-finite-math-only" )
set( warn_c_flags "-Wno-format -Wno-unused-variable -Wno-unused-function -Wno-gnu-zero-variadic-macro-arguments" )
diff --git a/cmake/arm64-windows-msvc-cuda.cmake b/cmake/arm64-windows-msvc-cuda.cmake
new file mode 100644
index 0000000000..370f2b3d21
--- /dev/null
+++ b/cmake/arm64-windows-msvc-cuda.cmake
@@ -0,0 +1,26 @@
+# Used to cross-compile ggml-cuda for Windows ARM64 on an x64 Windows host.
+set( CMAKE_SYSTEM_NAME Windows )
+set( CMAKE_SYSTEM_PROCESSOR arm64 )
+
+if ( DEFINED CUDAToolkit_ROOT )
+ file( TO_CMAKE_PATH "${CUDAToolkit_ROOT}" CUDA_ROOT )
+elseif ( DEFINED ENV{CUDA_PATH} )
+ file( TO_CMAKE_PATH "$ENV{CUDA_PATH}" CUDA_ROOT )
+else()
+ message( FATAL_ERROR "Set CUDAToolkit_ROOT or CUDA_PATH to a Windows CUDA Toolkit with ARM64 target libraries" )
+endif()
+
+if ( DEFINED ENV{VCToolsInstallDir} )
+ file( TO_CMAKE_PATH "$ENV{VCToolsInstallDir}" MSVC_TOOLS_ROOT )
+ set( CMAKE_CUDA_HOST_COMPILER "${MSVC_TOOLS_ROOT}/bin/Hostx64/arm64/cl.exe" CACHE FILEPATH "" )
+endif()
+
+set( CMAKE_CUDA_COMPILER "${CUDA_ROOT}/bin/nvcc.exe" CACHE FILEPATH "" )
+set( CMAKE_CUDA_FLAGS_INIT "-target-dir=arm64" )
+
+# FindCUDAToolkit selects lib/x64 from the host architecture on Windows.
+set( CUDA_CUDART "${CUDA_ROOT}/lib/arm64/cudart.lib" CACHE FILEPATH "" )
+set( CUDA_cudart_LIBRARY "${CUDA_ROOT}/lib/arm64/cudart.lib" CACHE FILEPATH "" )
+set( CUDA_cublas_LIBRARY "${CUDA_ROOT}/lib/arm64/cublas.lib" CACHE FILEPATH "" )
+set( CUDA_cublasLt_LIBRARY "${CUDA_ROOT}/lib/arm64/cublasLt.lib" CACHE FILEPATH "" )
+set( CUDA_cuda_driver_LIBRARY "${CUDA_ROOT}/lib/arm64/cuda.lib" CACHE FILEPATH "" )
diff --git a/cmake/llama-config.cmake.in b/cmake/llama-config.cmake.in
index b4defc76ff..6db73577ae 100644
--- a/cmake/llama-config.cmake.in
+++ b/cmake/llama-config.cmake.in
@@ -1,4 +1,4 @@
-set(LLAMA_VERSION @LLAMA_INSTALL_VERSION@)
+set(LLAMA_VERSION @LLAMA_VERSION@)
set(LLAMA_BUILD_COMMIT @LLAMA_BUILD_COMMIT@)
set(LLAMA_BUILD_NUMBER @LLAMA_BUILD_NUMBER@)
set(LLAMA_SHARED_LIB @BUILD_SHARED_LIBS@)
diff --git a/cmake/llama.pc.in b/cmake/llama.pc.in
index 6fb58b5f68..31b043c0e3 100644
--- a/cmake/llama.pc.in
+++ b/cmake/llama.pc.in
@@ -5,6 +5,6 @@ includedir=@CMAKE_INSTALL_FULL_INCLUDEDIR@
Name: llama
Description: Port of Facebook's LLaMA model in C/C++
-Version: @LLAMA_INSTALL_VERSION@
+Version: @LLAMA_VERSION@
Libs: -L${libdir} -lggml -lggml-base -lllama
Cflags: -I${includedir}
diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt
index c42320c46b..36f1e0cd50 100644
--- a/common/CMakeLists.txt
+++ b/common/CMakeLists.txt
@@ -80,9 +80,9 @@ add_library(${TARGET}
http.h
imatrix-loader.cpp
imatrix-loader.h
- json-partial.cpp
- json-partial.h
json-schema-to-grammar.cpp
+ json.cpp
+ json.h
llguidance.cpp
log.cpp
log.h
@@ -96,14 +96,16 @@ add_library(${TARGET}
peg-parser.h
preset.cpp
preset.h
- regex-partial.cpp
reasoning-budget.cpp
reasoning-budget.h
- regex-partial.h
sampling.cpp
sampling.h
speculative.cpp
speculative.h
+ subproc.cpp
+ subproc.h
+ trie.cpp
+ trie.h
unicode.cpp
unicode.h
jinja/lexer.cpp
@@ -121,14 +123,19 @@ add_library(${TARGET}
)
set_target_properties(${TARGET} PROPERTIES
- VERSION ${LLAMA_INSTALL_VERSION}
- SOVERSION 0
+ VERSION ${LLAMA_VERSION_BASE}
+ SOVERSION ${LLAMA_VERSION_MAJOR}
MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number
)
-target_include_directories(${TARGET} PUBLIC . ../vendor)
+target_include_directories(${TARGET} PUBLIC .)
+target_link_libraries (${TARGET} PUBLIC vendor::nlohmann vendor::sheredom)
target_compile_features (${TARGET} PUBLIC cxx_std_17)
+if (LLAMA_SUBPROCESS)
+ target_compile_definitions(${TARGET} PUBLIC LLAMA_SUBPROCESS)
+endif()
+
if (BUILD_SHARED_LIBS)
set_target_properties(${TARGET} PROPERTIES POSITION_INDEPENDENT_CODE ON)
diff --git a/common/arg.cpp b/common/arg.cpp
index 9c5e88f40a..e1ca62eef2 100644
--- a/common/arg.cpp
+++ b/common/arg.cpp
@@ -5,6 +5,8 @@
#include "common.h"
#include "download.h"
#include "json-schema-to-grammar.h"
+#include "json.h"
+#include "llama.h"
#include "log.h"
#include "sampling.h"
#include "speculative.h"
@@ -17,20 +19,22 @@
# define NOMINMAX
#endif
#include <windows.h>
+#include <shellapi.h>
#endif
-#define JSON_ASSERT GGML_ASSERT
-#include <nlohmann/json.hpp>
-
#include <algorithm>
#include <cinttypes>
#include <climits>
+#include <cmath>
#include <cstdarg>
+#include <filesystem>
#include <fstream>
#include <list>
+#include <numeric>
#include <regex>
#include <set>
#include <string>
+#include <system_error>
#include <thread> // for hardware_concurrency
#include <vector>
@@ -50,13 +54,14 @@
#define LLAMA_MAX_URL_LENGTH 2084 // Maximum URL Length in Chrome: 2083
-using json = nlohmann::ordered_json;
+using json = common_json;
using namespace common_arg_utils;
static std::initializer_list<enum llama_example> mmproj_examples = {
LLAMA_EXAMPLE_MTMD,
LLAMA_EXAMPLE_SERVER,
LLAMA_EXAMPLE_CLI,
+ LLAMA_EXAMPLE_TTS,
};
static std::string read_file(const std::string & fname) {
@@ -285,108 +290,17 @@ static std::string clean_file_name(const std::string & fname) {
return clean_fname;
}
-static bool common_params_handle_remote_preset(common_params & params, llama_example ex) {
- GGML_ASSERT(!params.model.hf_repo.empty());
-
- // the returned hf_repo is without tag
- auto [hf_repo, hf_tag] = common_download_split_repo_tag(params.model.hf_repo);
-
- // "latest" tag (default if not specified) is translated to "default" preset
- if (hf_tag == "latest") {
- hf_tag = "default";
- }
-
- std::string model_endpoint = common_get_model_endpoint();
- auto preset_url = model_endpoint + hf_repo + "/resolve/main/preset.ini";
-
- // prepare local path for caching
- auto preset_fname = clean_file_name(hf_repo + "_preset.ini");
- auto preset_path = fs_get_cache_file(preset_fname);
- common_download_opts opts;
- opts.bearer_token = params.hf_token;
- opts.offline = params.offline;
-
- LOG_TRC("%s: looking for remote preset at %s\n", __func__, preset_url.c_str());
- const int status = common_download_file_single(preset_url, preset_path, opts);
- const bool has_preset = status >= 200 && status < 400;
-
- // remote preset is optional, so we don't error out if not found
- if (has_preset) {
- LOG_TRC("%s: applying remote preset from %s\n", __func__, preset_url.c_str());
- common_preset_context ctx(ex, /* only_remote_allowed */ true);
- common_preset global;
- auto remote_presets = ctx.load_from_ini(preset_path, global);
- remote_presets = ctx.cascade(global, remote_presets);
- if (remote_presets.find(hf_tag) != remote_presets.end()) {
- common_preset preset = remote_presets.at(hf_tag);
- LOG_INF("\n%s", preset.to_ini().c_str()); // to_ini already added trailing newline
- preset.apply_to_params(params);
- } else {
- throw std::runtime_error("Remote preset.ini does not contain [" + std::string(hf_tag) + "] section");
- }
- } else {
- LOG_TRC("%s: no remote preset found, skipping\n", __func__);
- }
-
- return has_preset;
-}
-
struct handle_model_result {
bool found_mmproj = false;
common_params_model mmproj;
bool found_mtp = false;
common_params_model mtp;
+
+ bool found_preset = false;
+ std::string preset_path;
};
-static handle_model_result common_params_handle_model(struct common_params_model & model,
- const common_download_opts & opts) {
- handle_model_result result;
-
- if (!model.docker_repo.empty()) {
- model.path = common_docker_resolve_model(model.docker_repo);
- model.name = model.docker_repo;
- } else if (!model.hf_repo.empty()) {
- // If -m was used with -hf, treat the model "path" as the hf_file to download
- if (model.hf_file.empty() && !model.path.empty()) {
- model.hf_file = model.path;
- model.path = "";
- }
- common_download_opts hf_opts = opts;
- auto download_result = common_download_model(model, hf_opts);
-
- if (download_result.model_path.empty()) {
- throw std::runtime_error("failed to download model from Hugging Face");
- }
-
- model.name = model.hf_repo;
- model.path = download_result.model_path;
-
- if (!download_result.mmproj_path.empty()) {
- result.found_mmproj = true;
- result.mmproj.path = download_result.mmproj_path;
- }
-
- if (!download_result.mtp_path.empty()) {
- result.found_mtp = true;
- result.mtp.path = download_result.mtp_path;
- }
- } else if (!model.url.empty()) {
- if (model.path.empty()) {
- auto f = string_split<std::string>(model.url, '#').front();
- f = string_split<std::string>(f, '?').front();
- model.path = fs_get_cache_file(string_split<std::string>(f, '/').back());
- }
-
- auto download_result = common_download_model(model, opts);
- if (download_result.model_path.empty()) {
- throw std::runtime_error("failed to download model from " + model.url);
- }
- }
-
- return result;
-}
-
const std::vector<ggml_type> kv_cache_types = {
GGML_TYPE_F32,
GGML_TYPE_F16,
@@ -430,59 +344,418 @@ static bool parse_bool_value(const std::string & value) {
throw std::invalid_argument("the argument has been removed. " + msg);
}
+//
+// common_models_handler
+//
+
+static std::string get_default_local_path(const std::string & url) {
+ auto f = string_split<std::string>(url, '#').front();
+ f = string_split<std::string>(f, '?').front();
+ return fs_get_cache_file(string_split<std::string>(f, '/').back());
+}
+
+static bool spec_types_is_default(const common_params & params) {
+ return params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_NONE};
+}
+
+common_models_handler common_models_handler_init(const common_params & params, llama_example curr_ex) {
+ common_download_hf_plan plan;
+ common_download_hf_plan plan_spec;
+ common_download_opts opts;
+
+ const bool spec_type_draft_mtp = std::find(params.speculative.types.begin(),
+ params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
+
+ const bool spec_type_draft_dflash = std::find(params.speculative.types.begin(),
+ params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH) != params.speculative.types.end();
+
+ const bool spec_type_draft_eagle3 = std::find(params.speculative.types.begin(),
+ params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3) != params.speculative.types.end();
+
+ const bool spec_type_draft_dspark = std::find(params.speculative.types.begin(),
+ params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK) != params.speculative.types.end();
+
+ // only download mmproj if the current example is using it
+ bool use_mmproj = false;
+ for (const auto & ex : mmproj_examples) {
+ if (curr_ex == ex) {
+ use_mmproj = true;
+ break;
+ }
+ }
+
+ opts.bearer_token = params.hf_token;
+ opts.offline = params.offline;
+ opts.download_mtp = spec_type_draft_mtp;
+ opts.download_eagle3 = spec_type_draft_eagle3;
+ opts.download_dflash = spec_type_draft_dflash;
+ opts.download_dspark = spec_type_draft_dspark;
+ opts.download_mmproj = use_mmproj && !params.no_mmproj
+ && params.mmproj.path.empty() && params.mmproj.url.empty();
+
+ if (!params.model.hf_repo.empty()) {
+ plan = common_download_get_hf_plan(params.model, opts);
+ }
+
+ if (!params.speculative.draft.mparams.hf_repo.empty()) {
+ // without a requested type, discover every sidecar the draft repo ships to infer the type later
+ auto opts_spec = opts;
+ if (spec_types_is_default(params)) {
+ opts_spec.download_mtp = true;
+ opts_spec.download_dflash = true;
+ opts_spec.download_eagle3 = true;
+ opts_spec.download_dspark = true;
+ }
+ plan_spec = common_download_get_hf_plan(params.speculative.draft.mparams, opts_spec);
+ }
+
+ return common_models_handler{plan, plan_spec, opts};
+}
+
+bool common_models_handler_is_preset_repo(const common_models_handler & handler) {
+ return !handler.plan.preset.url.empty();
+}
+
+static std::vector<common_download_task> build_url_tasks(const common_params_model & model, common_download_opts opts) {
+ auto parts = common_download_get_all_parts(model.url);
+ std::vector<common_download_task> tasks;
+
+ // single-part: download straight to model.path if the user gave one (-m), else the cache default
+ if (parts.size() == 1) {
+ common_download_task task;
+ task.url = parts[0];
+ task.local_path = model.path.empty() ? get_default_local_path(parts[0]) : model.path;
+ task.opts = opts;
+ tasks.push_back(std::move(task));
+ return tasks;
+ }
+
+ // multi-part: place each part under the user's -m directory (if given), else the cache default
+ std::string base_dir;
+ if (!model.path.empty()) {
+ auto pos = model.path.rfind('/');
+ base_dir = pos == std::string::npos ? std::string(".") : model.path.substr(0, pos);
+ }
+
+ for (const auto & part : parts) {
+ common_download_task task;
+ task.url = part;
+ task.opts = opts;
+
+ std::string local = get_default_local_path(part);
+ if (!base_dir.empty()) {
+ auto pos = local.rfind('/');
+ std::string name = pos == std::string::npos ? local : local.substr(pos + 1);
+ local = base_dir + "/" + name;
+ }
+ task.local_path = local;
+ tasks.push_back(std::move(task));
+ }
+ return tasks;
+}
+
+void common_models_handler_apply(common_models_handler & handler, common_params & params, common_download_callback * callback) {
+ std::vector<common_download_task> tasks;
+
+ auto & plan = handler.plan;
+ auto & plan_spec = handler.plan_spec;
+
+ auto opts = handler.opts; // copy
+ opts.callback = callback;
+
+ // handle plain "url" if needed
+ auto handle_url = [&](common_params_model & model) {
+ if (!model.url.empty()) {
+ if (model.path.empty()) {
+ model.path = get_default_local_path(model.url);
+ }
+ }
+ };
+ handle_url(params.model);
+ handle_url(params.mmproj);
+ handle_url(params.speculative.draft.mparams);
+
+ // optionally, if docker repo is set, resolve it
+ if (!params.model.docker_repo.empty()) {
+ params.model.url = common_docker_resolve_model(params.model.docker_repo);
+ params.model.path = get_default_local_path(params.model.url);
+ }
+
+ // handle plain "url" tasks (non-hf)
+ if (!params.model.url.empty()) {
+ auto url_tasks = build_url_tasks(params.model, opts);
+ // the first part is what gets loaded, so point params.model.path at it
+ if (!url_tasks.empty()) {
+ std::string first_path = url_tasks.front().local_path;
+ url_tasks.front().on_done = [&, first_path]() { params.model.path = first_path; };
+ }
+ for (auto & task : url_tasks) {
+ tasks.push_back(std::move(task));
+ }
+ }
+ if (!params.mmproj.url.empty()) {
+ common_download_task task;
+ task.url = params.mmproj.url;
+ task.local_path = params.mmproj.path;
+ task.opts = opts;
+ tasks.push_back(task);
+ }
+ bool had_spec_url = false;
+ if (!params.speculative.draft.mparams.url.empty()) {
+ common_download_task task;
+ task.url = params.speculative.draft.mparams.url;
+ task.local_path = params.speculative.draft.mparams.path;
+ task.opts = opts;
+ tasks.push_back(task);
+ had_spec_url = true;
+ }
+
+ // handle hf_plan tasks
+ auto add_tasks = [&opts, &tasks](const hf_cache::hf_files & model_files,
+ const hf_cache::hf_file & primary,
+ common_params_model & model) {
+ for (size_t i = 0; i < model_files.size(); ++i) {
+ auto & model_file = model_files[i];
+ bool is_primary = (model_file.path == primary.path);
+ tasks.emplace_back(model_file, opts, [&, is_primary]() {
+ if (is_primary) {
+ // the primary file is the first split (00001-of), use it as model path
+ model.path = hf_cache::finalize_file(model_file);
+ } else {
+ hf_cache::finalize_file(model_file);
+ }
+ });
+ }
+ };
+
+ // an explicit draft file selection (e.g. -md with -hfd) disables the sidecar resolution of the draft repo
+ if (!params.speculative.draft.mparams.hf_file.empty()) {
+ plan_spec.mtp = {};
+ plan_spec.dflash = {};
+ plan_spec.eagle3 = {};
+ plan_spec.dspark = {};
+ }
+
+ // infer the speculative type from the sidecar shipped by the draft repo when none is requested
+ if (spec_types_is_default(params)) {
+ if (!plan_spec.mtp.local_path.empty()) {
+ params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_MTP };
+ plan_spec.dspark = {};
+ plan_spec.dflash = {};
+ plan_spec.eagle3 = {};
+ } else if (!plan_spec.dspark.local_path.empty()) {
+ // dspark outranks dflash, its sidecar carries the extra Markov head
+ params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK };
+ plan_spec.dflash = {};
+ plan_spec.eagle3 = {};
+ } else if (!plan_spec.dflash.local_path.empty()) {
+ params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH };
+ plan_spec.eagle3 = {};
+ } else if (!plan_spec.eagle3.local_path.empty()) {
+ params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3 };
+ }
+ }
+
+ // infer the speculative type from the draft GGUF metadata when none is requested
+ // note: reads only the first split - sharded drafts need an explicit --spec-type
+ if (spec_types_is_default(params) && !params.speculative.draft.mparams.path.empty()) {
+ const auto types_gguf = common_speculative_types_from_gguf(params.speculative.draft.mparams.path);
+ if (!types_gguf.empty()) {
+ params.speculative.types = types_gguf;
+ }
+ }
+
+ // when a sidecar type is requested, the draft repo resolves to its sidecar instead of a full model
+ const bool spec_sidecar_found = !plan_spec.mtp.local_path.empty() ||
+ !plan_spec.dflash.local_path.empty() ||
+ !plan_spec.eagle3.local_path.empty() ||
+ !plan_spec.dspark.local_path.empty();
+ if (!plan_spec.mtp.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan_spec.mtp, opts, [&]() {
+ // only use the discovered MTP head when no draft path is set yet
+ if (params.speculative.draft.mparams.path.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan_spec.mtp);
+ } else {
+ hf_cache::finalize_file(plan_spec.mtp);
+ }
+ });
+ }
+ if (!plan_spec.dflash.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan_spec.dflash, opts, [&]() {
+ // only use the discovered DFlash sidecar when no draft path is set yet
+ if (params.speculative.draft.mparams.path.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan_spec.dflash);
+ } else {
+ hf_cache::finalize_file(plan_spec.dflash);
+ }
+ });
+ }
+ if (!plan_spec.eagle3.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan_spec.eagle3, opts, [&]() {
+ // only use the discovered Eagle3 sidecar when no draft path is set yet
+ if (params.speculative.draft.mparams.path.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan_spec.eagle3);
+ } else {
+ hf_cache::finalize_file(plan_spec.eagle3);
+ }
+ });
+ }
+ if (!plan_spec.dspark.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan_spec.dspark, opts, [&]() {
+ // only use the discovered DSpark sidecar when no draft path is set yet
+ if (params.speculative.draft.mparams.path.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan_spec.dspark);
+ } else {
+ hf_cache::finalize_file(plan_spec.dspark);
+ }
+ });
+ }
+
+ // a wired draft sidecar counts as an explicit draft for the main plan fallback below
+ if (spec_sidecar_found) {
+ had_spec_url = true;
+ }
+
+ // handle plan_spec (e.g. --spec-draft-hf)
+ if (!plan_spec.model_files.empty() && !had_spec_url && !spec_sidecar_found) {
+ add_tasks(plan_spec.model_files, plan_spec.primary, params.speculative.draft.mparams);
+ had_spec_url = true;
+ }
+
+ if (!plan.model_files.empty()) {
+ add_tasks(plan.model_files, plan.primary, params.model);
+ }
+ if (!plan.mmproj.local_path.empty()) {
+ tasks.emplace_back(plan.mmproj, opts, [&]() {
+ params.mmproj.path = hf_cache::finalize_file(plan.mmproj);
+ });
+ }
+ if (!plan.mtp.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan.mtp, opts, [&]() {
+ // only fall back to the discovered MTP head when no draft was explicitly provided
+ if (params.speculative.draft.mparams.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan.mtp);
+ } else {
+ hf_cache::finalize_file(plan.mtp);
+ }
+ });
+ }
+ if (!plan.dflash.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan.dflash, opts, [&]() {
+ // only fall back to the discovered DFlash sidecar when no draft was explicitly provided
+ if (params.speculative.draft.mparams.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan.dflash);
+ } else {
+ hf_cache::finalize_file(plan.dflash);
+ }
+ });
+ }
+ if (!plan.eagle3.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan.eagle3, opts, [&]() {
+ // only fall back to the discovered Eagle3 sidecar when no draft was explicitly provided
+ if (params.speculative.draft.mparams.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan.eagle3);
+ } else {
+ hf_cache::finalize_file(plan.eagle3);
+ }
+ });
+ }
+ if (!plan.dspark.local_path.empty() && !had_spec_url) {
+ tasks.emplace_back(plan.dspark, opts, [&]() {
+ // only fall back to the discovered DSpark sidecar when no draft was explicitly provided
+ if (params.speculative.draft.mparams.empty()) {
+ params.speculative.draft.mparams.path = hf_cache::finalize_file(plan.dspark);
+ } else {
+ hf_cache::finalize_file(plan.dspark);
+ }
+ });
+ }
+ if (!plan.preset.local_path.empty()) {
+ tasks.emplace_back(plan.preset, opts, [&]() {
+ // if HF repo is a preset repo, we simply run server in router mode with the preset.ini file
+ params.models_preset_hf = params.model.hf_repo; // only for showing a warning
+ params.models_preset = hf_cache::finalize_file(plan.preset);
+ params.model = common_params_model{}; // make sure to clear model, so server starts in router mode
+ });
+ }
+
+ // run all tasks in parallel
+ if (!params.offline) {
+ // if duplicated files are found, only download once (but still call on_done for each task)
+ std::unordered_map<std::string, common_download_task *> unique_tasks;
+ for (auto & task : tasks) {
+ auto it = unique_tasks.find(task.local_path);
+ if (it == unique_tasks.end()) {
+ unique_tasks[task.local_path] = &task;
+ }
+ }
+ std::vector<common_download_task> unique_tasks_vec;
+ for (auto & pair : unique_tasks) {
+ LOG_DBG("download task: %s -> %s\n", pair.second->url.c_str(), pair.second->local_path.c_str());
+ unique_tasks_vec.push_back(*pair.second);
+ }
+ common_download_run_tasks(unique_tasks_vec);
+ }
+
+ // download successful, update params with the downloaded paths
+ for (const auto & task : tasks) {
+ if (task.on_done) {
+ task.on_done();
+ }
+ }
+}
+
//
// CLI argument parsing functions
//
-bool common_params_handle_models(common_params & params, llama_example curr_ex) {
- const bool spec_type_draft_mtp = std::find(params.speculative.types.begin(),
- params.speculative.types.end(),
- COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
+// apply config files (if present), a later file overrides an earlier one:
+// 1. system-wide: /etc/llama.cpp/config.ini (%PROGRAMDATA%\llama.cpp\config.ini on windows)
+// 2. user-level: ${XDG_CONFIG_HOME:-~/.config}/llama.cpp/config.ini (%APPDATA%\llama.cpp\config.ini on windows)
+static void common_params_apply_system_config(common_params & params, llama_example ex) {
+ std::vector<std::string> paths;
- common_download_opts opts;
- opts.bearer_token = params.hf_token;
- opts.offline = params.offline;
- opts.skip_download = params.skip_download;
- opts.download_mtp = spec_type_draft_mtp;
- opts.download_mmproj = !params.no_mmproj && params.mmproj.path.empty() && params.mmproj.url.empty();
-
- // sub-models (draft, mmproj, vocoder) are explicitly specified by the user,
- // so we should not auto-discover mtp/mmproj siblings for them
- common_download_opts sub_opts = opts;
- sub_opts.download_mtp = false;
- sub_opts.download_mmproj = false;
+#if defined(_WIN32)
+ const std::string program_data = common_get_env("PROGRAMDATA");
+ if (!program_data.empty()) {
+ paths.push_back(program_data + "\\llama.cpp\\config.ini");
+ }
+#else
+ paths.push_back("/etc/llama.cpp/config.ini");
+#endif
try {
- auto res = common_params_handle_model(params.model, opts);
- if (params.no_mmproj) {
- params.mmproj = {};
- } else if (res.found_mmproj && params.mmproj.path.empty() && params.mmproj.url.empty()) {
- // optionally, handle mmproj model when -hf is specified
- params.mmproj = res.mmproj;
- }
- // only download mmproj if the current example is using it
- for (const auto & ex : mmproj_examples) {
- if (curr_ex == ex) {
- common_params_handle_model(params.mmproj, sub_opts);
- break;
- }
- }
+ paths.push_back(fs_get_config_directory() + "config.ini");
+ } catch (const std::exception & e) {
+ LOG_DBG("cannot read user-level config file, skipping: %s\n", e.what());
+ }
- // when --spec-type mtp is set and no draft model was provided explicitly,
- // fall back to the MTP head discovered alongside the -hf model
- if (spec_type_draft_mtp && res.found_mtp &&
- params.speculative.draft.mparams.path.empty() &&
- params.speculative.draft.mparams.hf_repo.empty() &&
- params.speculative.draft.mparams.url.empty()) {
- params.speculative.draft.mparams.path = res.mtp.path;
+ std::vector<std::string> found;
+ for (const auto & path : paths) {
+ std::error_code ec;
+ if (std::filesystem::exists(path, ec)) {
+ found.push_back(path);
+ }
+ }
+ if (found.empty()) {
+ return;
+ }
+
+ common_preset_context ctx(ex);
+ ctx.ignore_unknown_keys = true; // the same config file is shared by all programs
+ for (const auto & path : found) {
+ LOG_INF("using config file: %s\n", path.c_str());
+ common_preset global;
+ common_presets presets = ctx.load_from_ini(path, global);
+ global.apply_to_params(params);
+ auto it = presets.find(COMMON_PRESET_DEFAULT_NAME);
+ if (it != presets.end()) {
+ it->second.apply_to_params(params);
}
- common_params_handle_model(params.speculative.draft.mparams, sub_opts);
- common_params_handle_model(params.vocoder.model, sub_opts);
- return true;
- } catch (const common_skip_download_exception &) {
- return false;
- } catch (const std::exception &) {
- throw;
}
}
@@ -492,6 +765,9 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context
// setup log directly from params.verbosity: see tools/cli/cli.cpp
common_log_set_verbosity_thold(params.verbosity);
+ // config file applies first, so env variables and CLI arguments override it
+ common_params_apply_system_config(params, ctx_arg.ex);
+
std::unordered_map<std::string, std::pair<common_arg *, bool>> arg_to_options;
for (auto & opt : ctx_arg.options) {
for (const auto & arg : opt.args) {
@@ -596,35 +872,22 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context
arg.c_str(), e.what(), opt.to_string().c_str()));
}
}
+
+ // TODO: remove this check after deprecating --mmap|mlock|dio
+ auto has_arg = [&](std::initializer_list<const char *> names) {
+ return std::any_of(names.begin(), names.end(), [&](const char * name) {
+ return seen_args.count(name);
+ });
+ };
+ if (has_arg({"-lm", "--load-mode"}) &&
+ has_arg({"--mlock", "--mmap", "--no-mmap", "-dio", "--direct-io", "-ndio", "--no-direct-io"})) {
+ LOG_WRN("DEPRECATED: `--load-mode` and `--mlock`/`--mmap`/`--direct-io` should not be combined; only the last flag on the command line will take effect\n");
+ }
};
- // parse the first time to get -hf option (used for remote preset)
+ // parse all CLI args now, so that -hf is available below for remote preset resolution
parse_cli_args();
- // export_graph_ops loads only metadata
- const bool skip_model_download = ctx_arg.ex == LLAMA_EXAMPLE_EXPORT_GRAPH_OPS;
-
- // maybe handle remote preset
- if (!params.model.hf_repo.empty() && !skip_model_download) {
- std::string cli_hf_repo = params.model.hf_repo;
- bool has_preset = common_params_handle_remote_preset(params, ctx_arg.ex);
-
- // special case: if hf_repo explicitly set by preset, we need to preserve it (ignore CLI value)
- // this is useful when we have one HF repo pointing to other HF repos (one model - multiple GGUFs)
- std::string preset_hf_repo = params.model.hf_repo;
- bool preset_has_hf_repo = preset_hf_repo != cli_hf_repo;
-
- if (has_preset) {
- // re-parse CLI args to override preset values
- parse_cli_args();
- }
-
- // preserve hf_repo from preset if needed
- if (preset_has_hf_repo) {
- params.model.hf_repo = preset_hf_repo;
- }
- }
-
postprocess_cpu_params(params.cpuparams, nullptr);
postprocess_cpu_params(params.cpuparams_batch, ¶ms.cpuparams);
@@ -635,15 +898,25 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context
throw std::invalid_argument("error: --prompt-cache-all not supported in interactive mode yet\n");
}
- // handle model and download
- if (!skip_model_download) {
- common_params_handle_models(params, ctx_arg.ex);
- }
+ const bool skip_model_download =
+ // server will call common_params_handle_models() later, so we skip it here
+ ctx_arg.ex == LLAMA_EXAMPLE_SERVER ||
+ // download calls common_params_handle_models() itself and prints the paths
+ ctx_arg.ex == LLAMA_EXAMPLE_DOWNLOAD ||
+ // export_graph_ops loads only metadata
+ ctx_arg.ex == LLAMA_EXAMPLE_EXPORT_GRAPH_OPS;
- // model is required (except for server)
- // TODO @ngxson : maybe show a list of available models in CLI in this case
- if (params.model.path.empty() && ctx_arg.ex != LLAMA_EXAMPLE_SERVER && !skip_model_download && !params.usage && !params.completion) {
- throw std::invalid_argument("error: --model is required\n");
+ if (!skip_model_download) {
+ // handle model and download
+ common_models_handler handler = common_models_handler_init(params, ctx_arg.ex);
+ common_models_handler_apply(handler, params);
+
+ // model is required (except for server)
+ // TODO @ngxson : maybe show a list of available models in CLI in this case
+ bool can_skip_model = params.usage || params.completion || !params.server_base.empty();
+ if (!can_skip_model && params.model.path.empty()) {
+ throw std::invalid_argument("error: --model is required\n");
+ }
}
if (params.escape) {
@@ -663,6 +936,12 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context
params.kv_overrides.back().key[0] = 0;
}
+ const bool mcp_enabled = !params.mcp_servers_config.empty() || !params.mcp_servers_json.empty();
+ if ((!params.server_tools.empty() || mcp_enabled) && !params.cors_origins_explicit) {
+ LOG_WRN("server tools or MCP servers are enabled, using localhost as default CORS origin (change via --cors-origins)\n");
+ params.cors_origins = "localhost";
+ }
+
// pad tensor_buft_overrides for llama_params_fit:
const size_t ntbo = llama_max_tensor_buft_overrides();
while (params.tensor_buft_overrides.size() < ntbo) {
@@ -707,15 +986,19 @@ static void common_params_print_usage(common_params_context & ctx_arg) {
common_options.push_back(&opt);
}
}
- printf("----- common params -----\n\n");
- print_options(common_options);
- printf("\n\n----- sampling params -----\n\n");
- print_options(sampling_options);
- printf("\n\n----- speculative params -----\n\n");
- print_options(spec_options);
- // TODO: maybe convert enum llama_example to string
- printf("\n\n----- example-specific params -----\n\n");
- print_options(specific_options);
+ bool first = true;
+ auto print_section = [&](const char * header, std::vector<common_arg *> & options) {
+ if (options.empty()) {
+ return;
+ }
+ printf("%s----- %s -----\n\n", first ? "" : "\n\n", header);
+ first = false;
+ print_options(options);
+ };
+ print_section("common params", common_options);
+ print_section("sampling params", sampling_options);
+ print_section("speculative params", spec_options);
+ print_section("example-specific params", specific_options);
}
static void common_params_print_completion(common_params_context & ctx_arg) {
@@ -852,6 +1135,31 @@ static std::vector<ggml_backend_dev_t> parse_device_list(const std::string & val
return devices;
}
+void common_print_available_devices() {
+ constexpr size_t MiB = 1024 * 1024;
+ std::vector<ggml_backend_dev_t> devices;
+
+ ggml_backend_load_all();
+
+ for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
+ auto * dev = ggml_backend_dev_get(i);
+ if (ggml_backend_dev_type(dev) != GGML_BACKEND_DEVICE_TYPE_CPU) {
+ devices.push_back(dev);
+ }
+ }
+ printf("Available devices:\n");
+
+ if (devices.empty()) {
+ printf(" (none)\n");
+ return;
+ }
+ for (auto * dev : devices) {
+ size_t free, total;
+ ggml_backend_dev_memory(dev, &free, &total);
+ printf(" %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / MiB, free / MiB);
+ }
+}
+
static void add_rpc_devices(const std::string & servers) {
auto rpc_servers = string_split<std::string>(servers, ',');
if (rpc_servers.empty()) {
@@ -937,7 +1245,44 @@ bool common_params_to_map(int argc, char ** argv, llama_example ex, std::map<com
return true;
}
+#ifdef _WIN32
+struct utf8_argv {
+ std::vector<std::string> buf;
+ std::vector<char*> ptrs;
+};
+
+static utf8_argv make_utf8_argv() {
+ utf8_argv out;
+ int wargc = 0;
+ LPWSTR* wargv = CommandLineToArgvW(GetCommandLineW(), &wargc);
+ if (!wargv) return out;
+
+ out.buf.reserve(wargc);
+ for (int i = 0; i < wargc; ++i) {
+ int n = WideCharToMultiByte(CP_UTF8, WC_ERR_INVALID_CHARS, wargv[i], -1, nullptr, 0, nullptr, nullptr);
+ if (n <= 0) { out.buf.emplace_back(); continue; }
+ auto& s = out.buf.emplace_back();
+ s.resize(static_cast<size_t>(n - 1));
+ (void)WideCharToMultiByte(CP_UTF8, 0, wargv[i], -1, s.data(), n, nullptr, nullptr);
+ }
+ LocalFree(wargv);
+
+ out.ptrs.reserve(out.buf.size() + 1);
+ for (auto& s : out.buf) out.ptrs.push_back(s.data());
+ out.ptrs.push_back(nullptr);
+ return out;
+}
+#endif
+
bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **)) {
+#ifdef _WIN32
+ auto utf8 = make_utf8_argv();
+ // repair argv only when it matches the process command line
+ if (static_cast<int>(utf8.buf.size()) == argc) {
+ argv = utf8.ptrs.data();
+ }
+#endif
+
auto ctx_arg = common_params_parser_init(params, ex, print_usage);
const common_params params_org = ctx_arg.params; // the example can modify the default params
@@ -951,6 +1296,7 @@ bool common_params_parse(int argc, char ** argv, common_params & params, llama_e
if (ctx_arg.print_usage) {
ctx_arg.print_usage(argc, argv);
}
+ common_log_flush(common_log_main());
exit(0);
}
if (ctx_arg.params.completion) {
@@ -1052,6 +1398,12 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.sampling.temp = 0.2; // lower temp by default for better quality
} else if (ex == LLAMA_EXAMPLE_SERVER) {
params.n_parallel = -1; // auto by default
+ } else if (ex == LLAMA_EXAMPLE_TOKENIZE) {
+ params.parse_special = true; // parse special tokens by default, like the old tokenize tool
+ } else if (ex == LLAMA_EXAMPLE_TTS) {
+ params.out_file = "output.wav";
+ params.sampling.penalty_repeat = 1.05f;
+ params.sampling.penalty_last_n = -1;
}
params.use_color = tty_can_use_colors();
@@ -1078,7 +1430,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
* - if both {LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_*,} are set, we will prioritize the LLAMA_EXAMPLE_* matching current example
*/
auto add_opt = [&](common_arg arg) {
- if ((arg.in_example(ex) || arg.in_example(LLAMA_EXAMPLE_COMMON)) && !arg.is_exclude(ex)) {
+ // download only exposes the handful of args explicitly tagged for it
+ const bool inherit_common = ex != LLAMA_EXAMPLE_DOWNLOAD;
+ if ((arg.in_example(ex) || (inherit_common && arg.in_example(LLAMA_EXAMPLE_COMMON))) && !arg.is_exclude(ex)) {
ctx_arg.options.push_back(std::move(arg));
}
};
@@ -1089,13 +1443,12 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params) {
params.usage = true;
}
- ));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD}));
add_opt(common_arg(
{"--version"},
"show version and build info",
[](common_params &) {
- fprintf(stderr, "version: %d (%s)\n", llama_build_number(), llama_commit());
- fprintf(stderr, "built with %s for %s\n", llama_compiler(), llama_build_target());
+ llama_print_build_info(llama_version());
exit(0);
}
));
@@ -1118,6 +1471,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.completion = true;
}
));
+ add_opt(common_arg(
+ {"--server-base"}, "URL",
+ string_format("connect to this server instead of starting a new one, example: 'http://localhost:8080' (default: none)"),
+ [](common_params & params, const std::string & value) {
+ params.server_base = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_CLI}));
add_opt(common_arg(
{"--verbose-prompt"},
string_format("print a verbose prompt before generation (default: %s)", params.verbose_prompt ? "true" : "false"),
@@ -1360,7 +1720,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
add_opt(common_arg(
{"--cache-idle-slots"},
{"--no-cache-idle-slots"},
- "save and clear idle slots on new task (default: enabled, requires unified KV and cache-ram)",
+ "save idle slots to the prompt cache on new task, and clear them when using unified KV (default: enabled, requires cache-ram)",
[](common_params & params, bool value) {
params.cache_idle_slots = value;
}
@@ -1537,7 +1897,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params, bool value) {
params.conversation_mode = value ? COMMON_CONVERSATION_MODE_ENABLED : COMMON_CONVERSATION_MODE_DISABLED;
}
- ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}));
+ ).set_examples({LLAMA_EXAMPLE_COMPLETION}));
add_opt(common_arg(
{"-st", "--single-turn"},
"run conversation for a single turn only, then exit when done\n"
@@ -1705,9 +2065,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
).set_sampling());
add_opt(common_arg(
{"--repeat-last-n"}, "N",
- string_format("last n tokens to consider for penalize (default: %d, 0 = disabled, -1 = ctx_size)", params.sampling.penalty_last_n),
+ string_format("last n tokens to consider for penalize (default: %d, 0 = disabled)", params.sampling.penalty_last_n),
[](common_params & params, int value) {
- if (value < -1) {
+ if (value < 0) {
throw std::runtime_error(string_format("error: invalid repeat-last-n = %d\n", value));
}
params.sampling.penalty_last_n = value;
@@ -1719,7 +2079,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
{"--repeat-penalty"}, "N",
string_format("penalize repeat sequence of tokens (default: %.2f, 1.0 = disabled)", (double)params.sampling.penalty_repeat),
[](common_params & params, const std::string & value) {
- params.sampling.penalty_repeat = std::stof(value);
+ const float penalty_repeat = std::stof(value);
+ if (!std::isfinite(penalty_repeat) ||
+ penalty_repeat <= 0.0f ||
+ !std::isfinite(1.0f/penalty_repeat)) {
+ throw std::runtime_error("error: repeat-penalty must be finite and greater than 0\n");
+ }
+ params.sampling.penalty_repeat = penalty_repeat;
params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_REPEAT;
}
).set_sampling());
@@ -1727,14 +2093,22 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
{"--presence-penalty"}, "N",
string_format("repeat alpha presence penalty (default: %.2f, 0.0 = disabled)", (double)params.sampling.penalty_present),
[](common_params & params, const std::string & value) {
- params.sampling.penalty_present = std::stof(value);
+ const float penalty_present = std::stof(value);
+ if (!std::isfinite(penalty_present)) {
+ throw std::runtime_error("error: presence-penalty must be finite\n");
+ }
+ params.sampling.penalty_present = penalty_present;
}
).set_sampling());
add_opt(common_arg(
{"--frequency-penalty"}, "N",
string_format("repeat alpha frequency penalty (default: %.2f, 0.0 = disabled)", (double)params.sampling.penalty_freq),
[](common_params & params, const std::string & value) {
- params.sampling.penalty_freq = std::stof(value);
+ const float penalty_freq = std::stof(value);
+ if (!std::isfinite(penalty_freq)) {
+ throw std::runtime_error("error: frequency-penalty must be finite\n");
+ }
+ params.sampling.penalty_freq = penalty_freq;
}
).set_sampling());
add_opt(common_arg(
@@ -1764,9 +2138,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
).set_sampling());
add_opt(common_arg(
{"--dry-penalty-last-n"}, "N",
- string_format("set DRY penalty for the last n tokens (default: %d, 0 = disable, -1 = context size)", params.sampling.dry_penalty_last_n),
+ string_format("set DRY penalty for the last n tokens (default: %d, 0 = disable)", params.sampling.dry_penalty_last_n),
[](common_params & params, int value) {
- if (value < -1) {
+ if (value < 0) {
throw std::runtime_error(string_format("error: invalid dry-penalty-last-n = %d\n", value));
}
params.sampling.dry_penalty_last_n = value;
@@ -2211,7 +2585,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params, bool value) {
params.no_mmproj = !value;
}
- ).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ_AUTO"));
+ ).set_examples({LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_DOWNLOAD}).set_env("LLAMA_ARG_MMPROJ_AUTO"));
add_opt(common_arg(
{"--mmproj-offload"},
{"--no-mmproj-offload"},
@@ -2220,6 +2594,26 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.mmproj_use_gpu = value;
}
).set_examples(mmproj_examples).set_env("LLAMA_ARG_MMPROJ_OFFLOAD"));
+ add_opt(common_arg(
+ // note: "-mmdev" must sort after "--rpc" in the preset map, else RPC devices are not registered yet
+ {"-mmdev", "--mmproj-device"}, "DEVICE",
+ "device to use for multimodal projector (none = don't offload, default: auto)\n"
+ "use --list-devices to see a list of available devices",
+ [](common_params & params, const std::string & value) {
+ if (value == "none") {
+ params.mmproj_use_gpu = false;
+ params.mmproj_device = nullptr;
+ return;
+ }
+ auto devices = parse_device_list(value);
+ // parse_device_list pushes nullptr at back so devices is length 2 for single device.
+ if (devices.size() > 2) {
+ throw std::invalid_argument("only one device may be specified for mmproj");
+ }
+ params.mmproj_use_gpu = true;
+ params.mmproj_device = devices.front();
+ }
+ ).set_examples(mmproj_examples).set_env("MTMD_BACKEND_DEVICE")); // no LLAMA_ARG_ prefix for backward compatibility reason
add_opt(common_arg(
{"--image", "--audio", "--video"}, "FILE",
"path to an image, audio, or video file. use with multimodal models, use comma-separated values for multiple files\n",
@@ -2243,6 +2637,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.image_max_tokens = value;
}
).set_examples(mmproj_examples).set_env("LLAMA_ARG_IMAGE_MAX_TOKENS"));
+ add_opt(common_arg(
+ {"--mtmd-batch-max-tokens"}, "N",
+ string_format("maximum number of image tokens per batch when encoding images (default: %d)", params.mtmd_batch_max_tokens),
+ [](common_params & params, int value) {
+ params.mtmd_batch_max_tokens = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MTMD_BATCH_MAX_TOKENS"));
add_opt(common_arg(
{"--video-fps"}, "N",
string_format("target video frame rate (default: %.1f)", params.video_fps),
@@ -2264,7 +2665,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.video_ffmpeg_bin_dir = value;
}
).set_examples(mmproj_examples).set_env("LLAMA_ARG_VIDEO_FFMPEG_DIR"));
- if (llama_supports_rpc()) {
+ if (params.is_gen_docs || llama_supports_rpc()) {
add_opt(common_arg(
{"--rpc"}, "SERVERS",
"comma-separated list of RPC servers (host:port)",
@@ -2276,27 +2677,49 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
}
add_opt(common_arg(
{"--mlock"},
- "force system to keep model in RAM rather than swapping or compressing",
+ "DEPRECATED in favor of `--load-mode`: force system to keep model in RAM rather than swapping or compressing",
[](common_params & params) {
- params.use_mlock = true;
+ LOG_WRN("DEPRECATED: --mlock is deprecated. use --load-mode mlock instead\n");
+ params.load_mode = LLAMA_LOAD_MODE_MLOCK;
}
).set_env("LLAMA_ARG_MLOCK"));
add_opt(common_arg(
{"--mmap"},
{"--no-mmap"},
- string_format("whether to memory-map model. (if mmap disabled, slower load but may reduce pageouts if not using mlock) (default: %s)", params.use_mmap ? "enabled" : "disabled"),
+ "DEPRECATED in favor of `--load-mode`: whether to memory-map model. (if mmap disabled, slower load but may reduce pageouts if not using mlock)",
[](common_params & params, bool value) {
- params.use_mmap = value;
+ LOG_WRN("DEPRECATED: --mmap and --no-mmap are deprecated. use --load-mode mmap instead\n");
+ params.load_mode = value ? LLAMA_LOAD_MODE_MMAP : LLAMA_LOAD_MODE_NONE;
}
).set_env("LLAMA_ARG_MMAP"));
add_opt(common_arg(
{"-dio", "--direct-io"},
{"-ndio", "--no-direct-io"},
- string_format("use DirectIO if available. (default: %s)", params.use_direct_io ? "enabled" : "disabled"),
+ "DEPRECATED in favor of `--load-mode`: use DirectIO if available",
[](common_params & params, bool value) {
- params.use_direct_io = value;
+ LOG_WRN("DEPRECATED: --direct-io and --no-direct-io are deprecated. use --load-mode dio instead\n");
+ params.load_mode = value ? LLAMA_LOAD_MODE_DIRECT_IO : LLAMA_LOAD_MODE_NONE;
}
).set_env("LLAMA_ARG_DIO"));
+ add_opt(common_arg(
+ {"-lm", "--load-mode"}, "MODE",
+ "model loading mode (default: auto)\n"
+ "- auto: mmap, unless a device does not support it\n"
+ "- none: no special loading mode\n"
+ "- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)\n"
+ "- mlock: force system to keep model in RAM rather than swapping or compressing\n"
+ "- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing\n"
+ "- dio: use DirectIO if available\n",
+ [](common_params & params, const std::string & value) {
+ /**/ if (value == "auto") { params.load_mode = LLAMA_LOAD_MODE_AUTO; }
+ else if (value == "none") { params.load_mode = LLAMA_LOAD_MODE_NONE; }
+ else if (value == "mmap") { params.load_mode = LLAMA_LOAD_MODE_MMAP; }
+ else if (value == "mlock") { params.load_mode = LLAMA_LOAD_MODE_MLOCK; }
+ else if (value == "mmap+mlock") { params.load_mode = LLAMA_LOAD_MODE_MMAP_MLOCK; }
+ else if (value == "dio") { params.load_mode = LLAMA_LOAD_MODE_DIRECT_IO; }
+ else { throw std::invalid_argument("invalid value"); }
+ }
+ ).set_env("LLAMA_ARG_LOAD_MODE"));
add_opt(common_arg(
{"--numa"}, "TYPE",
"attempt optimizations that help on some NUMA systems\n"
@@ -2324,20 +2747,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
{"--list-devices"},
"print list of available devices and exit",
[](common_params &) {
- ggml_backend_load_all();
- std::vector<ggml_backend_dev_t> devices;
- for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
- auto * dev = ggml_backend_dev_get(i);
- if (ggml_backend_dev_type(dev) != GGML_BACKEND_DEVICE_TYPE_CPU) {
- devices.push_back(dev);
- }
- }
- printf("Available devices:\n");
- for (auto * dev : devices) {
- size_t free, total;
- ggml_backend_dev_memory(dev, &free, &total);
- printf(" %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024);
- }
+ common_print_available_devices();
exit(0);
}
));
@@ -2624,14 +3034,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params, const std::string & value) {
params.model.path = value;
}
- ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_EXPORT_LORA}).set_env("LLAMA_ARG_MODEL"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_EXPORT_LORA, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_MODEL"));
add_opt(common_arg(
{"-mu", "--model-url"}, "MODEL_URL",
"model download url (default: unused)",
[](common_params & params, const std::string & value) {
params.model.url = value;
}
- ).set_env("LLAMA_ARG_MODEL_URL"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_MODEL_URL"));
add_opt(common_arg(
{ "-dr", "--docker-repo" }, "[<repo>/]<model>[:quant]",
"Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.\n"
@@ -2640,7 +3050,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params, const std::string & value) {
params.model.docker_repo = value;
}
- ).set_env("LLAMA_ARG_DOCKER_REPO"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_DOCKER_REPO"));
add_opt(common_arg(
{"-hf", "-hfr", "--hf-repo"}, "<user>/<model>[:quant]",
"Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.\n"
@@ -2650,35 +3060,42 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params, const std::string & value) {
params.model.hf_repo = value;
}
- ).set_env("LLAMA_ARG_HF_REPO"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_HF_REPO"));
add_opt(common_arg(
{"-hff", "--hf-file"}, "FILE",
"Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)",
[](common_params & params, const std::string & value) {
params.model.hf_file = value;
}
- ).set_env("LLAMA_ARG_HF_FILE"));
- add_opt(common_arg(
- {"-hfv", "-hfrv", "--hf-repo-v"}, "<user>/<model>[:quant]",
- "Hugging Face model repository for the vocoder model (default: unused)",
- [](common_params & params, const std::string & value) {
- params.vocoder.model.hf_repo = value;
- }
- ).set_env("LLAMA_ARG_HF_REPO_V"));
- add_opt(common_arg(
- {"-hffv", "--hf-file-v"}, "FILE",
- "Hugging Face model file for the vocoder model (default: unused)",
- [](common_params & params, const std::string & value) {
- params.vocoder.model.hf_file = value;
- }
- ).set_env("LLAMA_ARG_HF_FILE_V"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_HF_FILE"));
add_opt(common_arg(
{"-hft", "--hf-token"}, "TOKEN",
"Hugging Face access token (default: value from HF_TOKEN environment variable)",
[](common_params & params, const std::string & value) {
params.hf_token = value;
}
- ).set_env("HF_TOKEN"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("HF_TOKEN"));
+ add_opt(common_arg(
+ {"--mtp"},
+ "also download the multi-token prediction (MTP) head, if available (default: unused)",
+ [](common_params & params) {
+ params.speculative.types.push_back(COMMON_SPECULATIVE_TYPE_DRAFT_MTP);
+ }
+ ).set_examples({LLAMA_EXAMPLE_DOWNLOAD}));
+ add_opt(common_arg(
+ {"--dflash"},
+ "also download the DFlash sidecar, if available (default: unused)",
+ [](common_params & params) {
+ params.speculative.types.push_back(COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH);
+ }
+ ).set_examples({LLAMA_EXAMPLE_DOWNLOAD}));
+ add_opt(common_arg(
+ {"--eagle3"},
+ "also download the Eagle3 sidecar, if available (default: unused)",
+ [](common_params & params) {
+ params.speculative.types.push_back(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3);
+ }
+ ).set_examples({LLAMA_EXAMPLE_DOWNLOAD}));
add_opt(common_arg(
{"--context-file"}, "FNAME",
"file to load context from (use comma-separated values to specify multiple files)",
@@ -2727,7 +3144,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.out_file = value;
}
).set_examples({LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_CVECTOR_GENERATOR, LLAMA_EXAMPLE_EXPORT_LORA, LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_FINETUNE,
- LLAMA_EXAMPLE_RESULTS, LLAMA_EXAMPLE_EXPORT_GRAPH_OPS}));
+ LLAMA_EXAMPLE_RESULTS, LLAMA_EXAMPLE_EXPORT_GRAPH_OPS, LLAMA_EXAMPLE_CLI}));
add_opt(common_arg(
{"-ofreq", "--output-frequency"}, "N",
string_format("output the imatrix every N iterations (default: %d)", params.n_out_freq),
@@ -2787,6 +3204,41 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.parse_special = true;
}
).set_examples({LLAMA_EXAMPLE_IMATRIX}));
+ add_opt(common_arg(
+ {"--ids"},
+ string_format("only print the token IDs, in a Python-parseable list form like [1, 2, 3] (default: %s)", params.tokenize_ids ? "true" : "false"),
+ [](common_params & params) {
+ params.tokenize_ids = true;
+ }
+ ).set_examples({LLAMA_EXAMPLE_TOKENIZE}));
+ add_opt(common_arg(
+ {"--stdin"},
+ string_format("read the prompt from stdin (takes precedence over -f/--file and -p/--prompt) (default: %s)", params.tokenize_stdin ? "true" : "false"),
+ [](common_params & params) {
+ params.tokenize_stdin = true;
+ }
+ ).set_examples({LLAMA_EXAMPLE_TOKENIZE}));
+ add_opt(common_arg(
+ {"--no-bos"},
+ string_format("do not add a BOS token to the prompt, even if the model normally uses one (default: %s)", params.tokenize_no_bos ? "true" : "false"),
+ [](common_params & params) {
+ params.tokenize_no_bos = true;
+ }
+ ).set_examples({LLAMA_EXAMPLE_TOKENIZE}));
+ add_opt(common_arg(
+ {"--no-parse-special"},
+ string_format("do not parse special tokens (chat, tool, etc) (default: %s)", !params.parse_special ? "true" : "false"),
+ [](common_params & params) {
+ params.parse_special = false;
+ }
+ ).set_examples({LLAMA_EXAMPLE_TOKENIZE}));
+ add_opt(common_arg(
+ {"--show-count"},
+ string_format("print the total number of tokens (default: %s)", params.tokenize_show_count ? "true" : "false"),
+ [](common_params & params) {
+ params.tokenize_show_count = true;
+ }
+ ).set_examples({LLAMA_EXAMPLE_TOKENIZE}));
add_opt(common_arg(
{"-pps"},
string_format("is the prompt shared across parallel sequences (default: %s)", params.is_pp_shared ? "true" : "false"),
@@ -2881,6 +3333,42 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.public_path = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_STATIC_PATH"));
+ add_opt(common_arg(
+ {"--cors-origins"}, "ORIGINS",
+ string_format(
+ "comma-separated list of allowed origins for CORS (default: %s)\n"
+ "if set to special value 'localhost', reflect the Origin header only if it is localhost",
+ params.cors_origins.c_str()),
+ [](common_params & params, const std::string & value) {
+ params.cors_origins = value;
+ params.cors_origins_explicit = true;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CORS_ORIGINS"));
+ add_opt(common_arg(
+ {"--cors-methods"}, "METHODS",
+ string_format("comma-separated list of allowed methods for CORS (default: %s)", params.cors_methods.c_str()),
+ [](common_params & params, const std::string & value) {
+ params.cors_methods = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CORS_METHODS"));
+ add_opt(common_arg(
+ {"--cors-headers"}, "HEADERS",
+ string_format("comma-separated list of allowed headers for CORS (default: %s)", params.cors_headers.c_str()),
+ [](common_params & params, const std::string & value) {
+ params.cors_headers = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CORS_HEADERS"));
+ add_opt(common_arg(
+ {"--cors-credentials"},
+ {"--no-cors-credentials"},
+ string_format(
+ "whether to allow credentials for CORS (default: %s)\n"
+ "note: if this is enabled and --cors-origins is set to * (default), the Origin header will be echoed back, and credentials will always be allowed",
+ params.cors_credentials ? "enabled" : "disabled"),
+ [](common_params & params, bool value) {
+ params.cors_credentials = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CORS_CREDENTIALS"));
add_opt(common_arg(
{"--api-prefix"}, "PREFIX",
string_format("prefix path the server serves from, without the trailing slash (default: %s)", params.api_prefix.c_str()),
@@ -2888,91 +3376,87 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.api_prefix = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_API_PREFIX"));
- // Deprecated: use --ui-config instead (kept for backward compat)
add_opt(common_arg(
- {"--webui-config"}, "JSON",
- "[DEPRECATED: use --ui-config] JSON that provides default WebUI settings (overrides WebUI defaults)",
- [](common_params & params, const std::string & value) {
- params.ui_config_json = value;
- params.webui_config_json = value;
- }
- ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI_CONFIG"));
-
- add_opt(common_arg(
- {"--ui-config"}, "JSON",
+ {"--ui-config", "--webui-config"}, "JSON",
"JSON that provides default UI settings (overrides UI defaults)",
[](common_params & params, const std::string & value) {
params.ui_config_json = value;
- params.webui_config_json = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_UI_CONFIG"));
-
- // Deprecated: use --ui-config-file instead (kept for backward compat)
add_opt(common_arg(
- {"--webui-config-file"}, "PATH",
- "[DEPRECATED: use --ui-config-file] JSON file that provides default WebUI settings (overrides WebUI defaults)",
- [](common_params & params, const std::string & value) {
- params.ui_config_json = read_file(value);
- params.webui_config_json = params.ui_config_json;
- }
- ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI_CONFIG_FILE"));
-
- add_opt(common_arg(
- {"--ui-config-file"}, "PATH",
+ {"--ui-config-file", "--webui-config-file"}, "PATH",
"JSON file that provides default UI settings (overrides UI defaults)",
[](common_params & params, const std::string & value) {
params.ui_config_json = read_file(value);
- params.webui_config_json = params.ui_config_json;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_UI_CONFIG_FILE"));
-
- // Deprecated: use --ui-mcp-proxy instead (kept for backward compat)
add_opt(common_arg(
- {"--webui-mcp-proxy"},
- {"--no-webui-mcp-proxy"},
- "[DEPRECATED: use --ui-mcp-proxy/--no-ui-mcp-proxy] experimental: whether to enable MCP CORS proxy",
- [](common_params & params, bool value) {
- params.ui_mcp_proxy = value;
- params.webui_mcp_proxy = value;
- }
- ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI_MCP_PROXY"));
-
- add_opt(common_arg(
- {"--ui-mcp-proxy"},
- {"--no-ui-mcp-proxy"},
+ {"--ui-mcp-proxy", "--webui-mcp-proxy"},
+ {"--no-ui-mcp-proxy", "--no-webui-mcp-proxy"},
"experimental: whether to enable MCP CORS proxy - do not enable in untrusted environments (default: disabled)",
[](common_params & params, bool value) {
params.ui_mcp_proxy = value;
- params.webui_mcp_proxy = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_UI_MCP_PROXY"));
add_opt(common_arg(
{"--tools"}, "TOOL1,TOOL2,...",
"experimental: whether to enable built-in tools for AI agents - do not enable in untrusted environments (default: no tools)\n"
"specify \"all\" to enable all tools\n"
- "available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, apply_diff, get_datetime",
+ "available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, get_info\n"
+ "note: for security reasons, this will limit --cors-origins to localhost by default",
[](common_params & params, const std::string & value) {
params.server_tools = parse_csv_row(value);
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_TOOLS"));
- // Deprecated: use --ui/--no-ui instead (kept for backward compat)
add_opt(common_arg(
- {"--webui"},
- {"--no-webui"},
- "[DEPRECATED: use --ui/--no-ui] whether to enable the Web UI",
- [](common_params & params, bool value) {
- params.ui = value;
- params.webui = value;
+ {"--tools-runtime"}, "OPTION",
+ "experimental: run tools in a separate runtime environment (default: none, use host environment)\n"
+ "available options:\n"
+ " 'docker:<image>', 'podman:<image>': spin up a new container and reuse it for all invocations, clean up on server exit\n"
+ " 'docker-container:<id>', 'podman-container:<id>': use an existing container by ID, won't stop on server exit\n"
+ " 'ssh:<target>': run tools on a remote POSIX host over SSH, key-based auth and a trusted host key are required\n",
+ [](common_params & params, const std::string & value) {
+ params.server_tools_runtime = value;
}
- ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_WEBUI"));
-
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_TOOLS_RUNTIME"));
add_opt(common_arg(
- {"--ui"},
- {"--no-ui"},
+ {"--mcp-servers-config"}, "PATH",
+ "experimental: path to JSON file with MCP server definitions (Cursor-compatible format) - do not enable in untrusted environments (default: none)\n"
+ "note: for security reasons, this will limit --cors-origins to localhost by default",
+ [](common_params & params, const std::string & value) {
+ params.mcp_servers_config = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MCP_SERVERS_CONFIG"));
+ add_opt(common_arg(
+ {"--mcp-servers-json"}, "JSON",
+ "experimental: inline JSON with MCP server definitions (Cursor-compatible format) - do not enable in untrusted environments (default: none)\n"
+ "note: for security reasons, this will limit --cors-origins to localhost by default",
+ [](common_params & params, const std::string & value) {
+ params.mcp_servers_json = value;
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MCP_SERVERS_JSON"));
+ add_opt(common_arg(
+ {"-ag", "--agent"},
+ {"-no-ag", "--no-agent"},
+ "whether to enable CORS proxy and all built-in tools - do not enable in untrusted environments (default: disabled)\n"
+ "note: for security reasons, this will limit --cors-origins to localhost by default",
+ [](common_params & params, bool value) {
+ if (value) {
+ params.server_tools = {"all"};
+ params.ui_mcp_proxy = true;
+ } else {
+ params.server_tools.clear();
+ params.ui_mcp_proxy = false;
+ }
+ // note: do not modify cors_origins here, as the options are not evaluated in order (user may explicitly set --cors-origins before --agent)
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_AGENT"));
+ add_opt(common_arg(
+ {"--ui", "--webui"},
+ {"--no-ui", "--no-webui"},
string_format("whether to enable the Web UI (default: %s)", params.ui ? "enabled" : "disabled"),
[](common_params & params, bool value) {
params.ui = value;
- params.webui = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_UI"));
add_opt(common_arg(
@@ -3003,7 +3487,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_API_KEY"));
add_opt(common_arg(
{"--api-key-file"}, "FNAME",
- "path to file containing API keys (default: none)",
+ "path to file containing API keys, one per line; lines starting with a hash are treated as comments (default: none)",
[](common_params & params, const std::string & value) {
std::ifstream key_file(value);
if (!key_file) {
@@ -3011,7 +3495,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
}
std::string key;
while (std::getline(key_file, key)) {
- if (!key.empty()) {
+ if (!key.empty() && key[0] != '#') {
params.api_keys.push_back(key);
}
}
@@ -3202,6 +3686,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
}
}
).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_REASONING"));
+ add_opt(common_arg(
+ {"--reasoning-effort"}, "LEVEL",
+ "reasoning effort level given to the chat template: 'default' to keep the template default,\n"
+ "or a level such as 'minimal', 'low', 'medium', 'high', 'xhigh' or 'max' (default: default)",
+ [](common_params & params, const std::string & value) {
+ if (value == "default") {
+ params.default_template_kwargs.erase("reasoning_effort");
+ } else {
+ params.default_template_kwargs["reasoning_effort"] = json(value).dump();
+ }
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_REASONING_EFFORT"));
add_opt(common_arg(
{"--reasoning-budget"}, "N",
"token budget for thinking: -1 for unrestricted, 0 for immediate end, N>0 for token budget (default: -1)",
@@ -3217,6 +3713,20 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
params.sampling.reasoning_budget_message = value;
}
).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK_BUDGET_MESSAGE"));
+ add_opt(common_arg(
+ {"--reasoning-preserve"},
+ {"--no-reasoning-preserve"},
+ "preserve reasoning trace in the full history, not just the last assistant message (default: template default)\n"
+ "compatible with certain templates having 'supports_preserve_reasoning' capability\n"
+ "example: https://docs.z.ai/guides/capabilities/thinking-mode#preserved-thinking",
+ [](common_params & params, bool value) {
+ if (value) {
+ params.default_template_kwargs["preserve_reasoning"] = "true";
+ } else {
+ params.default_template_kwargs["preserve_reasoning"] = "false";
+ }
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_REASONING_PRESERVE"));
add_opt(common_arg(
{"--chat-template"}, "JINJA_TEMPLATE",
string_format(
@@ -3354,6 +3864,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
common_log_set_file(common_log_main(), value.c_str());
}
).set_env("LLAMA_ARG_LOG_FILE"));
+ add_opt(common_arg(
+ {"--log-prompts-dir"}, "PATH",
+ "Log prompts to directory (auto-created if not present; only used for debugging, default: disabled)",
+ [](common_params & params, const std::string & value) {
+ params.path_prompts_log_dir = value;
+ std::error_code ec;
+ std::filesystem::create_directories(value, ec);
+ if (ec) {
+ fprintf(stderr, "warning: failed to create prompts-log-dir '%s': %s\n", value.c_str(), ec.message().c_str());
+ }
+ }
+ ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}));
add_opt(common_arg(
{"--log-colors"}, "[on|off|auto]",
"Set colored logging ('on', 'off', or 'auto', default: 'auto')\n"
@@ -3385,7 +3907,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
[](common_params & params) {
params.offline = true;
}
- ).set_env("LLAMA_ARG_OFFLINE"));
+ ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_OFFLINE"));
add_opt(common_arg(
{"-lv", "--verbosity", "--log-verbosity"}, "N",
string_format("Set the verbosity threshold. Messages with a higher verbosity will be ignored. Values:\n"
@@ -3595,6 +4117,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
{"--spec-draft-n-max"}, "N",
string_format("number of tokens to draft for speculative decoding (default: %d)", params.speculative.draft.n_max),
[](common_params & params, int value) {
+ if (value < 0) {
+ throw std::invalid_argument("invalid value");
+ }
params.speculative.draft.n_max = value;
}
).set_spec().set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_SPEC_DRAFT_N_MAX"));
@@ -3662,6 +4187,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
"draft model for speculative decoding (default: unused)",
[](common_params & params, const std::string & value) {
params.speculative.draft.mparams.path = value;
+ params.speculative.draft.mparams.hf_file = value; // will be used if --spec-draft-hf is set
}
).set_spec().set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_SPEC_DRAFT_MODEL"));
add_opt(common_arg(
@@ -3843,24 +4369,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
//
add_opt(common_arg(
- {"-mv", "--model-vocoder"}, "FNAME",
- "vocoder model for audio generation (default: unused)",
+ {"--tts-lang"}, "FNAME",
+ "language (ISO 639-1) for audio generation\n"
+ "see tts/README.md for per-model usage notes",
[](common_params & params, const std::string & value) {
- params.vocoder.model.path = value;
+ params.tts_lang = value;
}
- ).set_examples({LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_SERVER}));
- add_opt(common_arg(
- {"--tts-use-guide-tokens"},
- "Use guide tokens to improve TTS word recall",
- [](common_params & params) {
- params.vocoder.use_guide_tokens = true;
- }
- ).set_examples({LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_SERVER}));
+ ).set_examples({LLAMA_EXAMPLE_TTS}));
add_opt(common_arg(
{"--tts-speaker-file"}, "FNAME",
"speaker file path for audio generation",
[](common_params & params, const std::string & value) {
- params.vocoder.speaker_file = value;
+ params.tts_speaker_file = value;
}
).set_examples({LLAMA_EXAMPLE_TTS}));
@@ -3980,16 +4500,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
).set_examples({LLAMA_EXAMPLE_DEBUG}));
// presets
- add_opt(common_arg(
- {"--tts-oute-default"},
- string_format("use default OuteTTS models (note: can download weights from the internet)"),
- [](common_params & params) {
- params.model.hf_repo = "OuteAI/OuteTTS-0.2-500M-GGUF";
- params.model.hf_file = "OuteTTS-0.2-500M-Q8_0.gguf";
- params.vocoder.model.hf_repo = "ggml-org/WavTokenizer";
- params.vocoder.model.hf_file = "WavTokenizer-Large-75-F16.gguf";
- }
- ).set_examples({LLAMA_EXAMPLE_TTS}));
add_opt(common_arg(
{"--embd-gemma-default"},
@@ -4188,6 +4698,12 @@ void common_params_add_preset_options(std::vector<common_arg> & args) {
[](common_params &, int) { /* unused */ }
).set_env(COMMON_ARG_PRESET_STOP_TIMEOUT).set_preset_only());
+ args.push_back(common_arg(
+ {"dedup-cache-models"}, "0|1",
+ "in server router mode, hide a cached model from the model list when this preset resolves to the same model file",
+ [](common_params &, const std::string &) { /* unused */ }
+ ).set_env(COMMON_ARG_PRESET_DEDUP_CACHE_MODELS).set_preset_only());
+
// args.push_back(common_arg(
// {"pin"},
// "in server router mode, do not unload this model if models_max is exceeded",
diff --git a/common/arg.h b/common/arg.h
index 0010f2a9ac..421bc295fc 100644
--- a/common/arg.h
+++ b/common/arg.h
@@ -1,16 +1,19 @@
#pragma once
#include "common.h"
+#include "download.h"
#include <set>
#include <map>
#include <string>
#include <vector>
#include <cstring>
+#include <memory>
// pseudo-env variable to identify preset-only arguments
-#define COMMON_ARG_PRESET_LOAD_ON_STARTUP "__PRESET_LOAD_ON_STARTUP"
-#define COMMON_ARG_PRESET_STOP_TIMEOUT "__PRESET_STOP_TIMEOUT"
+#define COMMON_ARG_PRESET_LOAD_ON_STARTUP "__PRESET_LOAD_ON_STARTUP"
+#define COMMON_ARG_PRESET_STOP_TIMEOUT "__PRESET_STOP_TIMEOUT"
+#define COMMON_ARG_PRESET_DEDUP_CACHE_MODELS "__PRESET_DEDUP_CACHE_MODELS"
//
// CLI argument parsing
@@ -121,6 +124,9 @@ struct common_params_context {
// if one argument has invalid value, it will automatically display usage of the specific argument (and not the full usage message)
bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr);
+// load all backends and print the list of available (non-CPU) devices to stdout
+void common_print_available_devices();
+
// parse input arguments from CLI into a map
bool common_params_to_map(int argc, char ** argv, llama_example ex, std::map<common_arg, std::string> & out_map);
@@ -129,11 +135,20 @@ bool common_params_to_map(int argc, char ** argv, llama_example ex, std::map<com
// see: https://github.com/ggml-org/llama.cpp/issues/18163
void common_params_add_preset_options(std::vector<common_arg> & args);
-// populate model paths (main model, mmproj, etc) from -hf if necessary
-// return true if the model is ready to use
-// throw an exception if there is an error that prevents the model from being used (e.g. network error, model not found, etc)
-// if params.skip_download is true, no downloads will be attempted. return false if the model is invalid or missing (e.g. ETag check failed)
-bool common_params_handle_models(common_params & params, llama_example curr_ex);
+struct common_models_handler {
+ common_download_hf_plan plan;
+ common_download_hf_plan plan_spec;
+ common_download_opts opts;
+};
+
+// initialize downloading opts and hf_plan if needed, but does not download anything yet
+common_models_handler common_models_handler_init(const common_params & params, llama_example curr_ex);
+
+// check if the model is a preset repo (i.e. has a preset file)
+bool common_models_handler_is_preset_repo(const common_models_handler & handler);
+
+// download and update params with the downloaded model path
+void common_models_handler_apply(common_models_handler & handler, common_params & params, common_download_callback * callback = nullptr);
// initialize argument parser context - used by test-arg-parser and preset
common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr);
diff --git a/common/build-info.cpp.in b/common/build-info.cpp.in
index f888fd079f..4ec3397081 100644
--- a/common/build-info.cpp.in
+++ b/common/build-info.cpp.in
@@ -29,7 +29,7 @@ const char * llama_build_info(void) {
return s.c_str();
}
-void llama_print_build_info(void) {
- fprintf(stderr, "%s: build = %d (%s)\n", __func__, llama_build_number(), llama_commit());
- fprintf(stderr, "%s: built with %s for %s\n", __func__, llama_compiler(), llama_build_target());
+void llama_print_build_info(const char * llama_version) {
+ fprintf(stderr, "version: %s (build %d, commit %s)\n", llama_version, llama_build_number(), llama_commit());
+ fprintf(stderr, "built with %s for %s\n", llama_compiler(), llama_build_target());
}
diff --git a/common/build-info.h b/common/build-info.h
index 382cfa7850..1e564591a6 100644
--- a/common/build-info.h
+++ b/common/build-info.h
@@ -8,4 +8,4 @@ const char * llama_compiler(void);
const char * llama_build_target(void);
const char * llama_build_info(void);
-void llama_print_build_info(void);
+void llama_print_build_info(const char *);
diff --git a/common/chat-auto-parser-generator.cpp b/common/chat-auto-parser-generator.cpp
index db3a6cc6fe..d7e117e4d9 100644
--- a/common/chat-auto-parser-generator.cpp
+++ b/common/chat-auto-parser-generator.cpp
@@ -5,13 +5,12 @@
#include "common.h"
#include "json-schema-to-grammar.h"
#include "log.h"
-#include "nlohmann/json.hpp"
#include "peg-parser.h"
#include <stdexcept>
#include <string>
-using json = nlohmann::ordered_json;
+using json = common_json;
// Helper to iterate over tools/functions
static void foreach_function(const json & tools, const std::function<void(const json &)> & fn) {
@@ -47,6 +46,8 @@ common_chat_params peg_generator::generate_parser(const common_chat_template &
data.generation_prompt = common_chat_template_generation_prompt(tmpl, inputs);
data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
data.preserved_tokens = autoparser.preserved_tokens;
+ data.additional_stops.insert(data.additional_stops.end(),
+ autoparser.additional_stops.begin(), autoparser.additional_stops.end());
std::string parser_generation_prompt = data.generation_prompt;
@@ -103,6 +104,10 @@ common_chat_params peg_generator::generate_parser(const common_chat_template &
data.grammar_triggers = {
{ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, trigger_marker }
};
+ if (autoparser.tools.format.openai_wrapper_trigger) {
+ // model emits the OpenAI function wrapper, trigger on it
+ data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "{\"type\": \"function\"," });
+ }
}
}
@@ -134,7 +139,7 @@ common_peg_arena autoparser::build_parser(const generation_params & inputs, cons
auto response_format = p.rule("response-format", p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema)));
parser = ctx.reasoning_parser + p.space() + p.choice({
p.literal("```json") + p.space() + response_format + p.space() + p.literal("```"),
- response_format
+ p.space() + response_format + p.space()
}) + p.end();
pure_content = false;
} else if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && jinja_caps.supports_tool_calls) {
@@ -143,7 +148,8 @@ common_peg_arena autoparser::build_parser(const generation_params & inputs, cons
} else {
parser = content.build_parser(ctx);
}
- return pure_content ? p.prefix(generation_prompt, reasoning.start) + parser : p.prefix(generation_prompt, reasoning.start) << parser;
+ const std::string reasoning_start = trim_whitespace(reasoning.start);
+ return pure_content ? p.prefix(generation_prompt, reasoning_start) + parser : p.prefix(generation_prompt, reasoning_start) << parser;
});
}
@@ -224,13 +230,13 @@ common_peg_parser analyze_tools::build_tool_parser_json_native(parser_build_cont
auto single_tool_parser = p.standard_json_tools(
format.per_call_start, format.per_call_end, inputs.tools, inputs.parallel_tool_calls,
inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED, name_field, args_field, format.tools_array_wrapped,
- format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order);
+ format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order, format.openai_wrapper_trigger);
tools_parser = p.trigger_rule("tool-calls", p.one_or_more(single_tool_parser + p.space()));
} else {
tools_parser = p.standard_json_tools(
format.section_start, format.section_end, inputs.tools, inputs.parallel_tool_calls,
inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED, name_field, args_field, format.tools_array_wrapped,
- format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order);
+ format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order, format.openai_wrapper_trigger);
}
// Handle content wrappers if present
@@ -257,6 +263,10 @@ common_peg_parser analyze_tools::build_func_parser(common_chat_peg_builder & p,
bool matched_atomic = false;
common_peg_parser func_parser = p.eps();
+ if (!function.args_separator.empty()) {
+ open = open + p.space() + p.literal(function.args_separator);
+ }
+
if (!function.name_suffix.empty()) {
func_parser = open + call_id_section + p.space() + args;
matched_atomic = true;
@@ -277,7 +287,13 @@ common_peg_parser analyze_tools::build_func_parser(common_chat_peg_builder & p,
// we only emit tool_close when we can actually see the closing marker. This prevents
// premature closing during partial parsing when we've seen e.g. "</" which could be
// either "</tool_call>" (end) or "<arg_key>" prefix that failed to match.
- func_parser = func_parser + p.tool_close(p.peek(p.literal(format.per_call_end)));
+ // Laguna (v4): the model may emit whitespace between the last </arg_value> and
+ // </tool_call> even though the template renders them tight. Tolerate optional
+ // leading space in the close lookahead so the tool call still closes.
+ auto close_peek = arguments.tolerate_intertag_whitespace
+ ? p.peek(p.space() + p.literal(format.per_call_end))
+ : p.peek(p.literal(format.per_call_end));
+ func_parser = func_parser + p.tool_close(close_peek);
} else {
func_parser = func_parser + p.tool_close(p.space()); // force this to process tool closing callbacks in mapper
}
@@ -374,7 +390,7 @@ common_peg_parser analyze_tools::build_tool_parser_tag_tagged(parser_build_conte
std::set<std::string> required;
if (params.contains("required")) {
- params.at("required").get_to(required);
+ required = params.at("required").get<std::set<std::string>>();
}
auto schema_info = common_schema_info();
@@ -391,11 +407,11 @@ common_peg_parser analyze_tools::build_tool_parser_tag_tagged(parser_build_conte
arguments.name_suffix) +
arguments.value_prefix +
(schema_info.resolves_to_string(param_schema) ?
- p.tool_arg_string_value(until_suffix) :
- p.tool_arg_json_value(p.schema(
+ p.ac(p.tool_arg_string_value(until_suffix) +
+ p.tool_arg_close(p.literal(arguments.value_suffix)), arguments.value_suffix) :
+ (p.tool_arg_json_value(p.schema(
p.json(), "tool-" + name + "-arg-" + param_name + "-schema", param_schema, false)) +
- p.space()) +
- p.tool_arg_close(p.literal(arguments.value_suffix)));
+ p.tool_arg_close(p.literal(arguments.value_suffix)))));
auto named_arg = p.rule("tool-" + name + "-arg-" + param_name, arg);
if (is_required) {
diff --git a/common/chat-auto-parser-helpers.cpp b/common/chat-auto-parser-helpers.cpp
index 81b17e5e1d..b37906bdf8 100644
--- a/common/chat-auto-parser-helpers.cpp
+++ b/common/chat-auto-parser-helpers.cpp
@@ -4,14 +4,11 @@
#include "chat-peg-parser.h"
#include "chat.h"
#include "log.h"
-#include "nlohmann/json.hpp"
#include "peg-parser.h"
#include <cctype>
#include <numeric>
-using json = nlohmann::ordered_json;
-
std::string trim_whitespace(const std::string & str) {
size_t start = 0;
while (start < str.length() && std::isspace(static_cast<unsigned char>(str[start]))) {
diff --git a/common/chat-auto-parser.h b/common/chat-auto-parser.h
index 7858f6572f..8ae15c91e1 100644
--- a/common/chat-auto-parser.h
+++ b/common/chat-auto-parser.h
@@ -4,7 +4,7 @@
#include "common.h"
#include "jinja/caps.h"
#include "peg-parser.h"
-#include "nlohmann/json.hpp"
+#include "json.h"
#include <chrono>
#include <optional>
@@ -12,7 +12,7 @@
#include <utility>
#include <vector>
-using json = nlohmann::ordered_json;
+using json = common_json;
class common_chat_peg_builder;
@@ -181,6 +181,7 @@ struct tool_format_analysis {
bool fun_name_is_key = false; // In JSON format function name is JSON key, i.e. { "<funname>": { ... arguments ... } }
bool tools_array_wrapped = false; // Tool calls wrapped in JSON array [...]
+ bool openai_wrapper_trigger = false; // model emits the OpenAI function wrapper, trigger on it
std::string function_field = "function";
std::string name_field = "name";
@@ -191,9 +192,10 @@ struct tool_format_analysis {
};
struct tool_function_analysis {
- std::string name_prefix; // e.g., "<function=", "\"name\": \"", "functions."
- std::string name_suffix; // e.g., ">", "\"", ":0"
- std::string close; // e.g., "</function>", "" (for tag-based)
+ std::string name_prefix; // e.g., "<function=", "\"name\": \"", "functions."
+ std::string name_suffix; // e.g., ">", "\"", ":0"
+ std::string args_separator; // e.g., "<tool_sep>" (marker between function name and arguments)
+ std::string close; // e.g., "</function>", "" (for tag-based)
};
struct tool_arguments_analysis {
@@ -204,6 +206,7 @@ struct tool_arguments_analysis {
std::string value_prefix; // e.g., "", "<arg_value>", ""
std::string value_suffix; // e.g., "</param>", "</arg_value>", ""
std::string separator; // e.g., "", "\n", ","
+ bool tolerate_intertag_whitespace = false; // Laguna: accept optional whitespace between arg tags
};
struct tool_id_analysis {
@@ -386,6 +389,7 @@ struct autoparser {
// Preserved tokens for tokenizer (union of all non-empty markers)
std::vector<std::string> preserved_tokens;
+ std::vector<std::string> additional_stops; // literal stop strings (e.g. Laguna </assistant>) caught however tokenized
autoparser() = default;
diff --git a/common/chat-diff-analyzer.cpp b/common/chat-diff-analyzer.cpp
index 0875c5347f..a7e370578f 100644
--- a/common/chat-diff-analyzer.cpp
+++ b/common/chat-diff-analyzer.cpp
@@ -4,11 +4,11 @@
#include "chat.h"
#include "common.h"
#include "log.h"
-#include "nlohmann/json.hpp"
#include "peg-parser.h"
#include <algorithm>
#include <cctype>
+#include <numeric>
#include <ostream>
#include <sstream>
@@ -17,7 +17,7 @@
#define ANSI_ORANGE "\033[1m\x1b[38;5;214m"
#define ANSI_RED "\033[1m\x1b[38;5;196m"
-using json = nlohmann::ordered_json;
+using json = common_json;
namespace autoparser {
@@ -124,16 +124,16 @@ static std::vector<std::function<void(const common_chat_template & tmpl, autopar
analysis.tools.format.section_end = "";
analysis.tools.format.per_call_start = "<TOOLCALL>";
analysis.tools.format.per_call_end = "</TOOLCALL>";
+ analysis.tools.format.tools_array_wrapped = true;
analysis.content.mode = content_mode::PLAIN;
analysis.content.start = "";
analysis.content.end = "";
analysis.reasoning.mode = reasoning_mode::TAG_BASED;
- analysis.reasoning.start = "<think>\n\n";
+ analysis.reasoning.start = "<think>\n";
analysis.reasoning.end = "</think>";
analysis.assistant_start = "<SPECIAL_11>Assistant";
analysis.user_start = "<SPECIAL_11>User";
analysis.preserved_tokens.clear();
- analysis.preserved_tokens.push_back("<SPECIAL_12>");
analysis.preserved_tokens.push_back("<SPECIAL_11>");
analysis.preserved_tokens.push_back("</think>");
analysis.preserved_tokens.push_back("<TOOLCALL>");
@@ -165,6 +165,42 @@ static std::vector<std::function<void(const common_chat_template & tmpl, autopar
LOG_DBG(ANSI_ORANGE "[Patch: Apriel 1.6]\n" ANSI_RESET);
}
},
+ // template uses the JSON {name, parameters} tool instruction, emits the OpenAI function wrapper
+ [](const common_chat_template & tmpl, autoparser & analysis) -> void {
+ if (tmpl.src.find("Respond in the format {\"name\": function name") != std::string::npos &&
+ tmpl.src.find("Do not use variables.") != std::string::npos) {
+ analysis.tools.format.openai_wrapper_trigger = true;
+ LOG_DBG(ANSI_ORANGE "[Patch: JSON name/parameters tool instruction]\n" ANSI_RESET);
+ }
+ },
+ // Laguna (poolside) - the v4 chat template renders reasoning and tool-arg
+ // delimiters with formatting whitespace ("<think>\n", "</arg_value>\n") that
+ // the model does not emit, so the inferred delimiters carry a spurious
+ // newline and never match the model output. Trim to the bare tag. (v8
+ // renders without the whitespace, so this is a no-op there.)
+ [](const common_chat_template & tmpl, autoparser & analysis) -> void {
+ if (tmpl.src.find("laguna_glm_thinking") != std::string::npos) {
+ analysis.reasoning.start = trim_whitespace(analysis.reasoning.start);
+ analysis.reasoning.end = trim_whitespace(analysis.reasoning.end);
+ analysis.tools.arguments.value_prefix = trim_whitespace(analysis.tools.arguments.value_prefix);
+ analysis.tools.arguments.value_suffix = trim_whitespace(analysis.tools.arguments.value_suffix);
+ analysis.tools.arguments.separator = trim_whitespace(analysis.tools.arguments.separator);
+ analysis.tools.arguments.tolerate_intertag_whitespace = true;
+ // The CONTROL/eot </assistant> token only halts generation when emitted as the
+ // single token; after tool calls the model can spell it out as text tokens.
+ // A literal stop string catches it either way.
+ analysis.additional_stops.push_back("</assistant>");
+ LOG_DBG(ANSI_ORANGE "[Patch: Laguna]\n" ANSI_RESET);
+ }
+ },
+ // Bailing V3
+ [](const common_chat_template & tmpl, autoparser & analysis) -> void {
+ if (tmpl.src.find("Bailing V3 chat template") != std::string::npos) {
+ analysis.tools.arguments.value_suffix = trim_whitespace(analysis.tools.arguments.value_suffix);
+ analysis.tools.arguments.tolerate_intertag_whitespace = true;
+ LOG_DBG(ANSI_ORANGE "[Patch: Bailing V3]\n" ANSI_RESET);
+ }
+ },
});
@@ -251,6 +287,7 @@ void autoparser::analyze_template(const common_chat_template & tmpl) {
LOG_DBG("per_call_end: '%s'\n", tools.format.per_call_end.c_str());
LOG_DBG("func_name_prefix: '%s'\n", tools.function.name_prefix.c_str());
LOG_DBG("func_name_suffix: '%s'\n", tools.function.name_suffix.c_str());
+ LOG_DBG("func_args_separator: '%s'\n", tools.function.args_separator.c_str());
LOG_DBG("func_close: '%s'\n", tools.function.close.c_str());
LOG_DBG("call_id_prefix: '%s'\n", tools.call_id.prefix.c_str());
LOG_DBG("call_id_suffix: '%s'\n", tools.call_id.suffix.c_str());
@@ -294,6 +331,7 @@ void autoparser::collect_preserved_tokens() {
add_token(tools.format.per_call_end);
add_token(tools.function.name_prefix);
add_token(tools.function.name_suffix);
+ add_token(tools.function.args_separator);
add_token(tools.function.close);
add_token(tools.arguments.start);
add_token(tools.arguments.end);
@@ -891,7 +929,7 @@ void analyze_tools::analyze_tool_call_format_json_native(const std::string & cle
int json_end = clean_haystack.find_last_of('}');
std::string cut = clean_haystack.substr(json_start, json_end - json_start + 1);
json call_struct = json::parse(cut);
- auto register_field = [&](const std::string & prefix, const nlohmann::detail::iteration_proxy_value<json::iterator> & subel) {
+ auto register_field = [&](const std::string & prefix, const common_json_entry & subel) {
if (subel.value().is_string() && std::string(subel.value()).find("call0000") != std::string::npos) {
format.id_field = !prefix.empty() ? prefix + "." + subel.key() : subel.key();
} else if (subel.value().is_string() && std::string(subel.value()) == fun_name_needle) {
@@ -1043,6 +1081,23 @@ void analyze_tools::check_per_call_markers() {
format.section_start.clear();
format.section_end.clear();
}
+
+ if (!format.per_call_end.empty()) {
+ auto count_occurrences = [](const std::string & haystack, const std::string & needle) {
+ size_t count = 0;
+ for (size_t pos = haystack.find(needle); pos != std::string::npos;
+ pos = haystack.find(needle, pos + needle.size())) {
+ count++;
+ }
+ return count;
+ };
+ size_t calls_one = count_occurrences(one_vs_two->output_A, format.per_call_end);
+ size_t calls_two = count_occurrences(one_vs_two->output_B, format.per_call_end);
+ if (calls_one > 0 && calls_one == calls_two) {
+ format.section_end = format.per_call_end;
+ format.per_call_end.clear();
+ }
+ }
}
void analyze_tools::extract_function_markers() {
@@ -1124,6 +1179,17 @@ void analyze_tools::extract_function_markers() {
auto suf_result = suffix_parser.parse_and_extract(diff.suffix);
if (suf_result.result.success()) {
function.name_suffix += suf_result.tags["ext"];
+
+ auto arg_start = [&](common_peg_parser_builder &p) {
+ return p.marker() + p.space() + p.choice({ p.literal(ARG_FIRST), p.literal(ARG_SECOND) });
+ };
+ auto sep_parser = build_tagged_peg_parser([&](common_peg_parser_builder &p) {
+ return p.tag("sep", p.zero_or_more(p.negate(arg_start(p)) + p.any())) + arg_start(p);
+ });
+ auto sep_result = sep_parser.parse_and_extract(diff.suffix.substr(suf_result.tags["ext"].size()));
+ if (sep_result.result.success()) {
+ function.args_separator = trim_whitespace(sep_result.tags["sep"]);
+ }
}
}
@@ -1229,8 +1295,8 @@ void analyze_tools::extract_argument_name_markers() {
left_result.tags["pre"] == right_result.tags["pre"] &&
left_result.tags["suffix"] == right_result.tags["suffix"]) {
// Name is inside a structure (e.g., JSON key): prefix is the shared wrapper
- arguments.name_prefix = trim_whitespace(left_result.tags["pre"]);
- arguments.name_suffix = trim_leading_whitespace(left_result.tags["suffix"]);
+ arguments.name_prefix = left_result.tags["pre"];
+ arguments.name_suffix = left_result.tags["suffix"];
} else if (diff.left.substr(0, ARG_FIRST.length()) == ARG_FIRST && diff.right.substr(0, ARG_SECOND.length()) == ARG_SECOND) {
// Name is directly in the diff: prefix comes from last marker in diff.prefix
auto pre_parser = build_tagged_peg_parser([&](common_peg_parser_builder & p) {
@@ -1315,8 +1381,7 @@ void analyze_tools::extract_argument_value_markers() {
value_suffix = value_suffix.substr(0, end_marker_pos);
}
}
- value_suffix = trim_leading_whitespace(value_suffix);
- if (!value_suffix.empty()) {
+ if (!trim_whitespace(value_suffix).empty()) {
arguments.value_suffix = value_suffix;
}
}
diff --git a/common/chat-peg-parser.cpp b/common/chat-peg-parser.cpp
index 9bc5ac98be..79b97a80f1 100644
--- a/common/chat-peg-parser.cpp
+++ b/common/chat-peg-parser.cpp
@@ -4,9 +4,10 @@
#include "ggml.h"
#include "peg-parser.h"
-#include <nlohmann/json.hpp>
+#include <cstdint>
+#include <functional>
-using ordered_json = nlohmann::ordered_json;
+using ordered_json = common_json;
static std::string_view trim_trailing_space(std::string_view sv, int max = -1) {
int count = 0;
@@ -235,6 +236,43 @@ common_peg_parser common_chat_peg_builder::tag_with_safe_content(const std::stri
return zero_or_more(choice({ p, content_chunk }));
}
+common_peg_parser common_chat_peg_builder::permute(const std::string & rule_prefix,
+ const std::vector<common_peg_parser> & parsers) {
+ if (parsers.empty()) {
+ return eps();
+ }
+
+ if (parsers.size() == 1 || parsers.size() > COMMON_CHAT_MAX_PERMUTE) {
+ return sequence(parsers);
+ }
+
+ std::map<uint32_t, common_peg_parser> rules;
+ std::function<common_peg_parser(uint32_t)> remaining_of;
+
+ remaining_of = [&](uint32_t remaining) -> common_peg_parser {
+ if (remaining == 0) {
+ return eps();
+ }
+
+ auto cached = rules.find(remaining);
+ if (cached != rules.end()) {
+ return cached->second;
+ }
+
+ auto alternatives = choice();
+ for (size_t i = 0; i < parsers.size(); i++) {
+ const uint32_t bit = 1u << i;
+ if (remaining & bit) {
+ alternatives |= parsers[i] + remaining_of(remaining & ~bit);
+ }
+ }
+
+ return rules.emplace(remaining, rule(rule_prefix + "-" + std::to_string(remaining), alternatives)).first->second;
+ };
+
+ return remaining_of((1u << parsers.size()) - 1);
+}
+
std::string & common_chat_peg_mapper::args_target() {
return (current_tool && !current_tool->name.empty()) ? current_tool->arguments : args_buffer;
}
@@ -363,7 +401,7 @@ void common_chat_peg_mapper::map(const common_peg_ast_node & node) {
}
if ((is_arg_value || is_arg_string_value) && current_tool) {
- std::string value_content = std::string(trim_trailing_space(trim_leading_space(node.text, 1), 1));
+ std::string value_content = std::string(node.text);
std::string value_to_add;
if (value_content.empty() && is_arg_string_value) {
@@ -540,10 +578,11 @@ common_peg_parser common_chat_peg_builder::python_style_tool_calls(
auto arg_name_parser = literal(prop_name);
common_peg_parser arg_value_parser = eps();
- auto string_value_parser = choice({
- literal("\"") + tool_arg_string_value(string_content('"')) + literal("\""),
- literal("'") + tool_arg_string_value(string_content('\'')) + literal("'")
- });
+ // Quoted literal as a value: normalize_quotes_to_json preserves escapes.
+ auto string_value_parser = tool_arg_value(choice({
+ literal("\"") + string_content('"') + literal("\""),
+ literal("'") + string_content('\'') + literal("'")
+ }));
if (is_string_type) {
arg_value_parser = string_value_parser;
@@ -553,9 +592,7 @@ common_peg_parser common_chat_peg_builder::python_style_tool_calls(
// Full argument: name="value" or name=value
auto arg_rule = tool_arg(
- tool_arg_open(eps()) +
- tool_arg_name(arg_name_parser) +
- literal("=") +
+ tool_arg_open(tool_arg_name(arg_name_parser) + literal("=")) +
arg_value_parser +
tool_arg_close(eps())
);
@@ -745,7 +782,8 @@ common_peg_parser common_chat_peg_builder::build_json_tools_flat_keys(
const std::string & effective_args_key,
const std::string & call_id_key,
const std::string & gen_call_id_key,
- const std::vector<std::string> & parameters_order) {
+ const std::vector<std::string> & parameters_order,
+ bool accept_openai_wrapper) {
auto tool_choices = choice();
auto name_key_parser = literal("\"" + effective_name_key + "\"");
@@ -807,7 +845,13 @@ common_peg_parser common_chat_peg_builder::build_json_tools_flat_keys(
return idx_a < idx_b;
});
- auto ordered_body = tool_open(literal("{")) + space();
+ // accept an optional leading "type": "function" field when the model emits the OpenAI wrapper
+ common_peg_parser type_field = eps();
+ if (accept_openai_wrapper) {
+ type_field = optional(literal("\"type\"") + space() + literal(":") + space() +
+ literal("\"function\"") + space() + literal(",") + space());
+ }
+ auto ordered_body = tool_open(literal("{")) + space() + type_field;
for (size_t i = 0; i < parser_pairs.size(); i++) {
ordered_body = ordered_body + parser_pairs[i].first;
if (i < parser_pairs.size() - 1) {
@@ -870,7 +914,8 @@ common_peg_parser common_chat_peg_builder::standard_json_tools(
bool function_is_key,
const std::string & call_id_key,
const std::string & gen_call_id_key,
- const std::vector<std::string> & parameters_order) {
+ const std::vector<std::string> & parameters_order,
+ bool accept_openai_wrapper) {
if (!tools.is_array() || tools.empty()) {
return eps();
}
@@ -888,7 +933,7 @@ common_peg_parser common_chat_peg_builder::standard_json_tools(
if (!name_spec.first.empty() || !args_spec.first.empty()) {
tool_choices = build_json_tools_nested_keys(tools, effective_name_key, effective_args_key, call_id_key, gen_call_id_key);
} else {
- tool_choices = build_json_tools_flat_keys(tools, effective_name_key, effective_args_key, call_id_key, gen_call_id_key, parameters_order);
+ tool_choices = build_json_tools_flat_keys(tools, effective_name_key, effective_args_key, call_id_key, gen_call_id_key, parameters_order, accept_openai_wrapper);
}
}
@@ -1047,3 +1092,141 @@ void common_chat_peg_gemma4_mapper::visit(const common_peg_ast_arena & arena, co
visit(arena, child_id);
}
}
+
+static void minimax_m3_collect(const common_peg_ast_arena & arena,
+ const common_peg_ast_node & node,
+ const std::string & tag,
+ std::vector<common_peg_ast_id> & out) {
+ for (auto child_id : node.children) {
+ const auto & child = arena.get(child_id);
+ if (child.tag == tag) {
+ out.push_back(child_id);
+ } else {
+ minimax_m3_collect(arena, child, tag, out);
+ }
+ }
+}
+
+static common_peg_ast_id minimax_m3_value_of(const common_peg_ast_arena & arena, const common_peg_ast_node & node) {
+ for (auto child_id : node.children) {
+ const auto & tag = arena.get(child_id).tag;
+ if (tag == common_chat_peg_builder::TOOL_ARG_VALUE ||
+ tag == common_chat_peg_builder::TOOL_ARG_STRING_VALUE ||
+ tag == common_chat_peg_minimax_m3_mapper::TOOL_ARG_OBJECT ||
+ tag == common_chat_peg_minimax_m3_mapper::TOOL_ARG_ARRAY) {
+ return child_id;
+ }
+ }
+ return COMMON_PEG_INVALID_AST_ID;
+}
+
+static std::string minimax_m3_value_to_json(const common_peg_ast_arena & arena, common_peg_ast_id id, bool closed);
+
+static std::string minimax_m3_member_to_json(const common_peg_ast_arena & arena, const common_peg_ast_node & node) {
+ auto name_id = arena.find_by_tag(node, common_chat_peg_builder::TOOL_ARG_NAME);
+ if (name_id == COMMON_PEG_INVALID_AST_ID) {
+ return "";
+ }
+
+ return ordered_json(arena.get(name_id).text).dump() + ":" +
+ minimax_m3_value_to_json(arena, minimax_m3_value_of(arena, node), !node.is_partial);
+}
+
+static std::string minimax_m3_container_to_json(const common_peg_ast_arena & arena,
+ const common_peg_ast_node & node,
+ bool is_object,
+ bool closed) {
+ const std::string tag = is_object ? common_chat_peg_builder::TOOL_ARG
+ : common_chat_peg_minimax_m3_mapper::TOOL_ARG_ITEM;
+
+ std::vector<common_peg_ast_id> entries;
+ minimax_m3_collect(arena, node, tag, entries);
+
+ std::string result = is_object ? "{" : "[";
+
+ bool add_comma = false;
+ for (auto entry_id : entries) {
+ const auto & entry = arena.get(entry_id);
+
+ std::string text;
+ if (is_object) {
+ text = minimax_m3_member_to_json(arena, entry);
+ } else {
+ text = minimax_m3_value_to_json(arena, minimax_m3_value_of(arena, entry), !entry.is_partial);
+ }
+
+ if (text.empty()) {
+ continue;
+ }
+
+ if (add_comma) {
+ result += ",";
+ }
+ add_comma = true;
+ result += text;
+ }
+
+ if (closed) {
+ result += is_object ? "}" : "]";
+ }
+ return result;
+}
+
+static std::string minimax_m3_value_to_json(const common_peg_ast_arena & arena, common_peg_ast_id id, bool closed) {
+ if (id == COMMON_PEG_INVALID_AST_ID) {
+ return "";
+ }
+
+ const auto & node = arena.get(id);
+
+ if (node.tag == common_chat_peg_minimax_m3_mapper::TOOL_ARG_OBJECT) {
+ return minimax_m3_container_to_json(arena, node, /* is_object = */ true, closed);
+ }
+
+ if (node.tag == common_chat_peg_minimax_m3_mapper::TOOL_ARG_ARRAY) {
+ return minimax_m3_container_to_json(arena, node, /* is_object = */ false, closed);
+ }
+
+ if (node.tag == common_chat_peg_builder::TOOL_ARG_STRING_VALUE) {
+ return "\"" + escape_json_string_inner(std::string(node.text)) + (closed ? "\"" : "");
+ }
+
+ // Numbers and booleans are written verbatim by the template
+ return std::string(node.text);
+}
+
+void common_chat_peg_minimax_m3_mapper::from_ast(const common_peg_ast_arena & arena,
+ const common_peg_parse_result & result) {
+ for (const auto & node : result.nodes) {
+ visit(arena, node);
+ }
+}
+
+void common_chat_peg_minimax_m3_mapper::visit(const common_peg_ast_arena & arena, common_peg_ast_id id) {
+ const auto & node = arena.get(id);
+
+ if (node.tag == common_chat_peg_builder::REASONING) {
+ result.reasoning_content += std::string(node.text);
+ return;
+ }
+
+ if (node.tag == common_chat_peg_builder::CONTENT) {
+ result.content += std::string(node.text);
+ return;
+ }
+
+ if (node.tag == common_chat_peg_builder::TOOL) {
+ auto name_id = arena.find_by_tag(node, common_chat_peg_builder::TOOL_NAME);
+ if (name_id != COMMON_PEG_INVALID_AST_ID) {
+ common_chat_tool_call call;
+ call.name = std::string(arena.get(name_id).text);
+ call.arguments = minimax_m3_container_to_json(arena, node, /* is_object = */ true, !node.is_partial);
+ result.tool_calls.push_back(call);
+ }
+ return;
+ }
+
+ for (auto child_id : node.children) {
+ visit(arena, child_id);
+ }
+}
diff --git a/common/chat-peg-parser.h b/common/chat-peg-parser.h
index a4643fbea8..114fa049fa 100644
--- a/common/chat-peg-parser.h
+++ b/common/chat-peg-parser.h
@@ -40,9 +40,23 @@ class common_chat_peg_gemma4_mapper : public common_chat_peg_mapper {
void visit(const common_peg_ast_arena & arena, common_peg_ast_id id);
};
+class common_chat_peg_minimax_m3_mapper : public common_chat_peg_mapper {
+ public:
+ static constexpr const char * TOOL_ARG_OBJECT = "tool-arg-object";
+ static constexpr const char * TOOL_ARG_ARRAY = "tool-arg-array";
+ static constexpr const char * TOOL_ARG_ITEM = "tool-arg-item";
+
+ common_chat_peg_minimax_m3_mapper(common_chat_msg & msg) : common_chat_peg_mapper(msg) {}
+ virtual void from_ast(const common_peg_ast_arena & arena, const common_peg_parse_result & result);
+ private:
+ void visit(const common_peg_ast_arena & arena, common_peg_ast_id id);
+};
+
struct content_structure;
struct tool_call_structure;
+constexpr size_t COMMON_CHAT_MAX_PERMUTE = 6;
+
class common_chat_peg_builder : public common_peg_parser_builder {
public:
// Tag constants (from former common_chat_peg_base_builder)
@@ -93,6 +107,9 @@ class common_chat_peg_builder : public common_peg_parser_builder {
common_peg_parser tool_arg_json_value(const common_peg_parser & p) { return tag(TOOL_ARG_VALUE, p); }
+ // Matches every parser exactly once, in any order.
+ common_peg_parser permute(const std::string & rule_prefix, const std::vector<common_peg_parser> & parsers);
+
// Return a parser that parses the prefix of a string, up to a given delimiter.
common_peg_parser prefix(const std::string & s, const std::string & delimiter = {});
@@ -111,7 +128,7 @@ class common_chat_peg_builder : public common_peg_parser_builder {
// parameters_order: order in which JSON fields should be parsed
common_peg_parser standard_json_tools(const std::string & section_start,
const std::string & section_end,
- const nlohmann::ordered_json & tools,
+ const common_json & tools,
bool parallel_tool_calls,
bool force_tool_calls,
const std::string & name_key = "",
@@ -120,18 +137,19 @@ class common_chat_peg_builder : public common_peg_parser_builder {
bool function_is_key = false,
const std::string & call_id_key = "",
const std::string & gen_call_id_key = "",
- const std::vector<std::string> & parameters_order = {});
+ const std::vector<std::string> & parameters_order = {},
+ bool accept_openai_wrapper = false);
// Legacy-compatible helper for building XML/tagged style tool calls
// Used by tests and manual parsers
common_peg_parser standard_constructed_tools(const std::map<std::string, std::string> & markers,
- const nlohmann::ordered_json & tools,
+ const common_json & tools,
bool parallel_tool_calls,
bool force_tool_calls);
// Helper for Python-style function call format: name(arg1="value1", arg2=123)
// Used by LFM2 and similar templates
- common_peg_parser python_style_tool_calls(const nlohmann::ordered_json & tools,
+ common_peg_parser python_style_tool_calls(const common_json & tools,
bool parallel_tool_calls,
bool allow_json_literals);
@@ -140,24 +158,25 @@ class common_chat_peg_builder : public common_peg_parser_builder {
common_peg_parser python_or_json_value();
// Implementation helpers for standard_json_tools — one per JSON tool call layout mode
- common_peg_parser build_json_tools_function_is_key(const nlohmann::ordered_json & tools,
+ common_peg_parser build_json_tools_function_is_key(const common_json & tools,
const std::string & args_key,
const std::string & effective_args_key,
const std::string & call_id_key,
const std::string & gen_call_id_key);
- common_peg_parser build_json_tools_nested_keys(const nlohmann::ordered_json & tools,
+ common_peg_parser build_json_tools_nested_keys(const common_json & tools,
const std::string & effective_name_key,
const std::string & effective_args_key,
const std::string & call_id_key,
const std::string & gen_call_id_key);
- common_peg_parser build_json_tools_flat_keys(const nlohmann::ordered_json & tools,
+ common_peg_parser build_json_tools_flat_keys(const common_json & tools,
const std::string & effective_name_key,
const std::string & effective_args_key,
const std::string & call_id_key,
const std::string & gen_call_id_key,
- const std::vector<std::string> & parameters_order);
+ const std::vector<std::string> & parameters_order,
+ bool accept_openai_wrapper);
};
inline common_peg_arena build_chat_peg_parser(
diff --git a/common/chat.cpp b/common/chat.cpp
index 24e58ab064..743ecde0a7 100644
--- a/common/chat.cpp
+++ b/common/chat.cpp
@@ -6,6 +6,7 @@
#include "common.h"
#include "ggml.h"
#include "json-schema-to-grammar.h"
+#include "json.h"
#include "log.h"
#include "jinja/value.h"
@@ -13,13 +14,14 @@
#include "jinja/caps.h"
#include "peg-parser.h"
-#include "nlohmann/json.hpp"
-
+#include <algorithm>
#include <cstdio>
#include <cstdlib>
#include <ctime>
#include <exception>
#include <functional>
+#include <iomanip>
+#include <map>
#include <optional>
#include <sstream>
@@ -28,7 +30,7 @@
#include <utility>
#include <vector>
-using json = nlohmann::ordered_json;
+using json = common_json;
static std::string format_time(const std::chrono::system_clock::time_point & now, const std::string & format) {
auto time = std::chrono::system_clock::to_time_t(now);
@@ -46,7 +48,7 @@ static json safe_args_parse(const std::string & to_parse) {
}
try {
return json::parse(stripped);
- } catch (json::exception & e) {
+ } catch (const common_json_error & e) {
return stripped;
}
}
@@ -90,41 +92,93 @@ std::string common_chat_msg::render_content(const std::string & delimiter) const
return text;
}
-std::vector<common_chat_msg_span> common_chat_split_by_role(const std::string & prompt, const std::vector<common_chat_msg_delimiter> & delims) {
- if (delims.empty() || prompt.empty()) {
- return {};
+common_chat_role common_chat_role_from_string(const std::string & role) {
+ if (role == "system") { return COMMON_CHAT_ROLE_SYSTEM; }
+ if (role == "assistant") { return COMMON_CHAT_ROLE_ASSISTANT; }
+ if (role == "user") { return COMMON_CHAT_ROLE_USER; }
+ if (role == "tool") { return COMMON_CHAT_ROLE_TOOL; }
+ return COMMON_CHAT_ROLE_UNKNOWN;
+}
+
+const char * common_chat_role_to_string(common_chat_role role) {
+ switch (role) {
+ case COMMON_CHAT_ROLE_SYSTEM: return "system";
+ case COMMON_CHAT_ROLE_ASSISTANT: return "assistant";
+ case COMMON_CHAT_ROLE_USER: return "user";
+ case COMMON_CHAT_ROLE_TOOL: return "tool";
+ case COMMON_CHAT_ROLE_UNKNOWN: return "";
+ }
+ return "";
+}
+
+json common_chat_msg_delimiters::to_json() const {
+ json result = json::array();
+ for (const auto & d : delimiters) {
+ result.push_back({
+ { "role", common_chat_role_to_string(d.role) },
+ { "delimiter", d.delimiter },
+ });
+ }
+ return result;
+}
+
+common_chat_msg_delimiters common_chat_msg_delimiters_parse(const json & delimiters) {
+ common_chat_msg_delimiters result;
+
+ if (!delimiters.is_array()) {
+ return result;
}
- auto parser = build_peg_parser([&](common_peg_parser_builder & p) {
- std::vector<std::string> all_delims;
- std::vector<common_peg_parser> tagged_messages;
-
- all_delims.reserve(delims.size());
- tagged_messages.reserve(delims.size());
- for (const auto & d : delims) {
- all_delims.push_back(d.delimiter);
+ result.delimiters.reserve(delimiters.size());
+ for (const auto & d : delimiters) {
+ if (!d.is_object()) {
+ continue;
}
-
- auto any_delim = p.until_one_of(all_delims);
- for (const auto & d : delims) {
- tagged_messages.push_back(p.tag(d.role, p.literal(d.delimiter) + any_delim));
- }
-
- return any_delim + p.zero_or_more(p.choice(tagged_messages)) + p.end();
- });
-
- common_peg_parse_context ctx(prompt);
- const auto result = parser.parse(ctx);
- if (!result.success()) {
- return {};
+ result.delimiters.push_back({
+ common_chat_role_from_string(d.value("role", std::string())),
+ d.value("delimiter", std::string()),
+ });
}
- std::vector<common_chat_msg_span> spans;
- ctx.ast.visit(result, [&](const common_peg_ast_node & node) {
- if (!node.tag.empty()) {
- spans.push_back({ node.tag, node.start, node.end - node.start });
+ return result;
+}
+
+void common_chat_msg_delimiters::tokenize(const llama_vocab * vocab) {
+ for (auto & d : delimiters) {
+ d.tokens = common_tokenize(vocab, d.delimiter, false, true);
+ }
+}
+
+common_chat_msg_spans common_chat_msg_delimiters::split(const llama_tokens & tokens, const std::map<size_t, size_t> & skips) const {
+ std::vector<std::pair<common_chat_role, size_t>> matches;
+
+ auto skip = skips.begin();
+ for (size_t i = 0; i < tokens.size();) {
+ if (skip != skips.end() && i == skip->first) {
+ i += skip->second;
+ ++skip;
+ continue;
}
- });
+ for (const auto & d : delimiters) {
+ if (i + d.tokens.size() > tokens.size()) {
+ continue;
+ }
+ if (std::equal(d.tokens.begin(), d.tokens.end(), tokens.begin() + i)) {
+ matches.emplace_back(d.role, i);
+ break;
+ }
+ }
+ i++;
+ }
+
+ matches.emplace_back(COMMON_CHAT_ROLE_UNKNOWN, tokens.size());
+
+ common_chat_msg_spans spans;
+ for (size_t i = 0; i + 1 < matches.size(); i++) {
+ const auto & curr = matches[i];
+ const auto & next = matches[i + 1];
+ spans.add(curr.first, curr.second, next.second - curr.second);
+ }
return spans;
}
@@ -416,36 +470,80 @@ std::vector<common_chat_msg> common_chat_msgs_parse_oaicompat(const json & messa
return msgs;
}
+struct messages_inp_normalizer {
+ const jinja::caps & caps;
+
+ messages_inp_normalizer(const jinja::caps & c) : caps(c) {}
+
+ // handle supports_string_content / supports_typed_content
+ // if string=true and array=false, convert array to string
+ // if string=false and array=true, convert string to array
+ // if both are true, do nothing
+ json normalize(const json & messages) {
+ bool only_string = caps.supports_string_content && !caps.supports_typed_content;
+ bool only_typed = !caps.supports_string_content && caps.supports_typed_content;
+ if ((!only_string && !only_typed) || !messages.is_array()) {
+ return messages;
+ }
+ json normalized = json::array();
+ for (const auto & msg : messages) {
+ json copy = msg;
+ if (copy.contains("content")) {
+ json & it = copy.at("content");
+ if (only_typed && it.is_string()) {
+ it = json::array({
+ json{
+ {"type", "text"},
+ {"text", it.get<std::string>()},
+ }
+ });
+ } else if (only_string && it.is_array()) {
+ it = concat_content_parts(it);
+ }
+ }
+ normalized.push_back(std::move(copy));
+ }
+ return normalized;
+ }
+
+ // join parts with newline, do not add newline before or after media markers
+ static std::string concat_content_parts(const json & parts) {
+ std::string text;
+ bool last_was_media_marker = false;
+ for (const auto & part : parts) {
+ std::string type = part.value("type", "");
+ bool add_new_line = true;
+ if (type == "text") {
+ add_new_line = !last_was_media_marker && !text.empty();
+ last_was_media_marker = false;
+ } else if (type == "media_marker") {
+ add_new_line = false;
+ last_was_media_marker = true;
+ } else {
+ LOG_WRN("Ignoring content part type: %s\n", type.c_str());
+ continue;
+ }
+
+ if (add_new_line) {
+ text += '\n';
+ }
+
+ text += part.value("text", "");
+ }
+ return text;
+ }
+};
+
static json render_message_to_json(const std::vector<common_chat_msg> & msgs, const jinja::caps & c) {
if (!c.supports_string_content && !c.supports_typed_content) {
LOG_WRN("%s: Neither string content nor typed content is supported by the template. This is unexpected and may lead to issues.\n", __func__);
}
- bool only_string_accepted = c.supports_string_content && !c.supports_typed_content;
- bool only_typed_accepted = !c.supports_string_content && c.supports_typed_content;
-
json messages = json::array();
for (const auto & msg : msgs) {
- if (only_string_accepted) {
- json jmsg = msg.to_json_oaicompat(/* concat_typed_text= */ true);
- messages.push_back(jmsg);
- } else if (only_typed_accepted) {
- json jmsg = msg.to_json_oaicompat(/* concat_typed_text= */ false);
- if (jmsg.at("content").is_string()) {
- jmsg["content"] = json::array({
- json{
- {"type", "text"},
- {"text", jmsg.at("content").get<std::string>()},
- }
- });
- }
- messages.push_back(jmsg);
- } else {
- json jmsg = msg.to_json_oaicompat(/* concat_typed_text= */ false);
- messages.push_back(jmsg);
- }
+ messages.push_back(msg.to_json_oaicompat(/* concat_typed_text= */ false));
}
- return messages;
+ return messages_inp_normalizer(c).normalize(messages);
}
// DEPRECATED: only used in tests
@@ -510,7 +608,7 @@ std::vector<common_chat_tool> common_chat_tools_parse_oaicompat(const json & too
return result;
}
-common_chat_continuation common_chat_continuation_parse(const nlohmann::ordered_json & value) {
+common_chat_continuation common_chat_continuation_parse(const common_json & value) {
if (value.is_boolean() && value.get<bool>()) {
return COMMON_CHAT_CONTINUATION_AUTO;
}
@@ -762,6 +860,8 @@ const char * common_chat_format_name(common_chat_format format) {
return "peg-native";
case COMMON_CHAT_FORMAT_PEG_GEMMA4:
return "peg-gemma4";
+ case COMMON_CHAT_FORMAT_PEG_MINIMAX_M3:
+ return "peg-minimax-m3";
default:
throw std::runtime_error("Unknown chat format");
}
@@ -820,7 +920,7 @@ static void foreach_parameter(const json &
const auto & props = params.at("properties");
std::set<std::string> required;
if (params.contains("required") && params.at("required").is_array()) {
- params.at("required").get_to(required);
+ required = params.at("required").get<std::set<std::string>>();
}
for (const auto & [name, prop] : props.items()) {
bool is_required = (required.find(name) != required.end());
@@ -836,8 +936,11 @@ static std::string common_chat_template_direct_apply_impl(
const std::optional<json> & additional_context = std::nullopt) {
jinja::context ctx(tmpl.source());
- nlohmann::ordered_json inp = nlohmann::ordered_json{
- {"messages", messages_override.has_value() ? *messages_override : inputs.messages},
+ // messages_override is already built for this template, do not touch its content parts
+ json inp = json{
+ {"messages", messages_override.has_value()
+ ? *messages_override
+ : messages_inp_normalizer(tmpl.original_caps()).normalize(inputs.messages)},
{"bos_token", tmpl.bos_token()},
{"eos_token", tmpl.eos_token()},
{"enable_thinking", inputs.enable_thinking},
@@ -860,6 +963,14 @@ static std::string common_chat_template_direct_apply_impl(
if (inputs.add_generation_prompt) {
inp["add_generation_prompt"] = true;
}
+ if (inp.contains("preserve_reasoning") && inp["preserve_reasoning"].is_boolean()) {
+ bool enabled = inp["preserve_reasoning"].get<bool>();
+ jinja::caps_apply_preserve_reasoning(ctx, enabled);
+ }
+ if (inp.contains("reasoning_effort") && inp["reasoning_effort"].is_string() && !inp["reasoning_effort"].empty()) {
+ std::string reasoning_effort = inp["reasoning_effort"].get<std::string>();
+ jinja::caps_apply_reasoning_effort(ctx, reasoning_effort);
+ }
jinja::global_from_json(ctx, inp, inputs.mark_input);
@@ -893,14 +1004,12 @@ static std::string common_chat_template_generation_prompt_impl(
const std::optional<json> & tools_override = std::nullopt,
const std::optional<json> & additional_context = std::nullopt) {
- auto adjusted_messages = messages_override ? *messages_override : inputs.messages;
-
autoparser::generation_params params = inputs;
params.add_generation_prompt = false;
params.continue_final_message = COMMON_CHAT_CONTINUATION_NONE;
- std::string no_gen_prompt = common_chat_template_direct_apply_impl(tmpl, params, adjusted_messages, tools_override, additional_context);
+ std::string no_gen_prompt = common_chat_template_direct_apply_impl(tmpl, params, messages_override, tools_override, additional_context);
params.add_generation_prompt = true;
- std::string gen_prompt = common_chat_template_direct_apply_impl(tmpl, params, adjusted_messages, tools_override, additional_context);
+ std::string gen_prompt = common_chat_template_direct_apply_impl(tmpl, params, messages_override, tools_override, additional_context);
size_t prefix_len = 0;
size_t min_size = std::min(no_gen_prompt.size(), gen_prompt.size());
@@ -949,7 +1058,7 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_
});
} else if (msg.at("content").is_array()) {
auto blocks = msg.at("content");
- content.insert(content.end(), blocks.begin(), blocks.end());
+ content.insert(blocks);
}
}
@@ -966,7 +1075,7 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_
data.supports_thinking = true;
data.thinking_start_tag = "[THINK]";
- data.thinking_end_tag = "[/THINK]";
+ data.thinking_end_tags = {"[/THINK]"};
data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs, /* messages_override = */ adjusted_messages);
data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs, /* messages_override = */ adjusted_messages);
data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
@@ -1050,6 +1159,186 @@ static common_chat_params common_chat_params_init_ministral_3(const common_chat_
return data;
}
+static common_chat_params common_chat_params_init_qwen3_coder(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ const std::string GEN_PREFIX = "<|im_start|>assistant\n";
+
+ data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
+ data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs);
+ data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
+
+ auto supports_reasoning = tmpl.source().find("<think>") != std::string::npos;
+
+ data.supports_thinking = supports_reasoning;
+ data.preserved_tokens = {
+ "<tool_call>",
+ "</tool_call>",
+ };
+
+ auto is_qwen3_coder = !supports_reasoning;
+
+ if (supports_reasoning) {
+ data.thinking_start_tag = "<think>";
+ // Support both </think> and <tool_call> as reasoning end sequences.
+ // <function= is omitted, as it is a workaround for Qwen3-Coder which is not a thinking model
+ data.thinking_end_tags = { "</think>", "<tool_call>" };
+ data.preserved_tokens.insert(data.preserved_tokens.end(), { "<think>", "</think>" });
+ }
+
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|im_start|>assistant" },
+ { COMMON_CHAT_ROLE_TOOL, "<|im_start|>user\n<tool_response>" }, // Qwen3-Coder, Qwen3.5, Nemotron Nano 3
+ { COMMON_CHAT_ROLE_TOOL, "<|im_start|>tool_response" }, // StepFun-3.5-Flash
+ { COMMON_CHAT_ROLE_USER, "<|im_start|>user" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|im_start|>system" },
+ };
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty();
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+ auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ data.generation_prompt = GEN_PREFIX;
+ if (supports_reasoning) {
+ data.generation_prompt += "<think>\n" + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += "\n</think>\n\n";
+ }
+ }
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += msg.render_content();
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ std::vector<std::string> tool_call_starts = { "<tool_call>" };
+
+ if (is_qwen3_coder) {
+ // Match complete <function=name> opener for Qwen3-Coder models that occasionally omit the
+ // starting <tool_call>. The model may hallucinate a tool name, but it is preferable over
+ // constraining on <function which may occur in valid content generation, e.g. #include <functional>
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const std::string name = tool.at("function").at("name");
+ tool_call_starts.push_back("<function=" + name + ">");
+ });
+ }
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto generation_prompt = p.literal(GEN_PREFIX);
+
+ auto reasoning = p.eps();
+ if (supports_reasoning && extract_reasoning) {
+ reasoning = p.optional("<think>" + p.space() +
+ p.reasoning(p.until_one_of({ "</think>", "<tool_call>" })) +
+ (p.literal("</think>") | p.peek(p.literal("<tool_call>"))));
+ }
+
+ // Response format parser
+ if (has_response_format) {
+ return generation_prompt + (reasoning << p.content(p.schema(p.json(), "response-format", inputs.json_schema)));
+ }
+
+ // Tool call parser
+ if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) {
+ auto arg_close = p.tool_arg_close(p.literal("\n</parameter>\n"));
+ auto arg_string = p.rule("xml-arg-string",
+ p.ac(p.tool_arg_string_value(p.until("\n</parameter>\n")) + arg_close, "\n</parameter>\n"));
+
+ auto tool_choice = p.choice();
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ std::string name = function.at("name");
+ auto parameters = function.contains("parameters") ? function.at("parameters") : json::object();
+
+ auto schema_info = common_schema_info();
+ schema_info.resolve_refs(parameters);
+
+ std::vector<common_peg_parser> required_args;
+ std::vector<common_peg_parser> optional_args;
+
+ foreach_parameter(function, [&](const std::string & param_name, const json & param_schema, bool is_required) {
+ auto rule_name = "tool-" + name + "-arg-" + param_name;
+
+ auto arg_open = p.tool_arg_open("<parameter=" + p.tool_arg_name(p.literal(param_name)) + ">\n");
+
+ auto arg_value = schema_info.resolves_to_string(param_schema) ?
+ arg_string :
+ p.tool_arg_json_value(p.schema(p.json(), rule_name + "-schema", param_schema)) + arg_close;
+
+ auto arg_rule = p.rule(rule_name, p.tool_arg(arg_open + arg_value));
+
+ (is_required ? required_args : optional_args).push_back(arg_rule);
+ });
+
+ // Accept required arguments in any order, as Qwen does not always adhere to the
+ // order provided.
+ auto args = p.permute("tool-" + name + "-args", required_args);
+ if (!optional_args.empty()) {
+ args = args + p.zero_or_more(p.choice(optional_args));
+ }
+
+ auto func = p.tool(p.tool_open("<function=" + p.tool_name(p.literal(name)) + ">\n") +
+ p.tool_args(args) +
+ p.tool_close(p.literal("</function>\n")));
+
+ tool_choice |= p.rule("tool-" + name, func);
+ });
+
+ auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0;
+
+ auto tool_call_body = tool_choice + "</tool_call>" + p.space();
+ auto tool_call = p.rule("tool-call", "<tool_call>\n" + tool_call_body);
+
+ // Qwen3-Coder models may occasionally omit the <tool_call> token.
+ auto tool_call_first = is_qwen3_coder ?
+ p.rule("tool-call-first", p.optional(p.literal("<tool_call>\n")) + tool_call_body) :
+ tool_call;
+
+ auto calls = inputs.parallel_tool_calls ? tool_call_first + p.zero_or_more(tool_call) : tool_call_first;
+ auto tool_calls = p.trigger_rule("tool-call-root", p.repeat(calls, min_calls, 1));
+
+ return generation_prompt +
+ (reasoning << p.content(p.until_one_of(tool_call_starts)) << tool_calls);
+ }
+
+ // Content only parser
+ return generation_prompt + (reasoning << p.content(p.rest()));
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO;
+
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ auto schema = function.contains("parameters") ? function.at("parameters") : json::object();
+ builder.resolve_refs(schema);
+ });
+ if (has_response_format) {
+ auto schema = inputs.json_schema;
+ builder.resolve_refs(schema);
+ }
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+
+ if (data.grammar_lazy) {
+ for (const auto & start : tool_call_starts) {
+ data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, start });
+ }
+ }
+ }
+
+ return data;
+}
+
static common_chat_params common_chat_params_init_gpt_oss(const common_chat_template & tmpl,
const autoparser::generation_params & inputs) {
common_chat_params data;
@@ -1081,17 +1370,20 @@ static common_chat_params common_chat_params_init_gpt_oss(const common_chat_temp
data.prompt = prompt;
data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs, /* messages_override= */ adjusted_messages);
- data.message_spans = common_chat_split_by_role(prompt, {
- { "assistant", "<|start|>assistant" },
- { "user", "<|start|>user" },
- { "system", "<|start|>developer" },
- { "system", "<|start|>system" },
- { "tool", "<|start|>functions" },
- });
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|start|>assistant" },
+ { COMMON_CHAT_ROLE_USER, "<|start|>user" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|start|>developer" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|start|>system" },
+ { COMMON_CHAT_ROLE_TOOL, "<|start|>functions" },
+ };
data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
data.supports_thinking = true;
+ data.thinking_start_tag = "<|channel|>analysis<|message|>";
+ data.thinking_end_tags = {"<|end|>"};
+
// These special tokens are required to parse properly, so we include them
// even if parse_tool_calls is false.
data.preserved_tokens = {
@@ -1228,15 +1520,15 @@ static common_chat_params common_chat_params_init_gemma4(const common_chat_templ
data.prompt += data.generation_prompt;
}
- data.message_spans = common_chat_split_by_role(data.prompt, {
- { "user", "<|turn>user\n" },
- { "assistant", "<|turn>model\n" },
- });
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_USER, "<|turn>user" },
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|turn>model" },
+ };
data.format = COMMON_CHAT_FORMAT_PEG_GEMMA4;
data.supports_thinking = true;
data.thinking_start_tag = "<|channel>thought";
- data.thinking_end_tag = "<channel|>";
+ data.thinking_end_tags = {"<channel|>"};
data.preserved_tokens = {
"<|channel>",
@@ -1511,7 +1803,7 @@ static common_chat_params common_chat_params_init_kimi_k2(const common_chat_temp
const std::string GEN_PROMPT = "<|im_assistant|>assistant<|im_middle|>";
data.thinking_start_tag = THINK_START;
- data.thinking_end_tag = THINK_END;
+ data.thinking_end_tags = {THINK_END};
if (inputs.has_continuation()) {
const auto & msg = inputs.continue_msg;
@@ -1645,13 +1937,14 @@ static common_chat_params common_chat_params_init_lfm2(const common_chat_templat
}
data.thinking_start_tag = THINK_START;
- data.thinking_end_tag = THINK_END;
+ data.thinking_end_tags = {THINK_END};
- auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_response_format = !inputs.json_schema.is_null() && inputs.json_schema.is_object();
// Gate by reasoning format and whether the template supports <think>
auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE &&
tmpl.source().find(THINK_START) != std::string::npos;
- auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE;
+ auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
if (inputs.has_continuation()) {
const auto & msg = inputs.continue_msg;
@@ -1674,6 +1967,10 @@ static common_chat_params common_chat_params_init_lfm2(const common_chat_templat
}
if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) {
+ if (has_response_format) {
+ auto response_format = p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema));
+ return generation_prompt + reasoning + response_format + end;
+ }
return generation_prompt + reasoning + p.content(p.rest()) + end;
}
auto tool_calls = p.rule("tool-calls",
@@ -1692,13 +1989,17 @@ static common_chat_params common_chat_params_init_lfm2(const common_chat_templat
data.parser = parser.save();
if (include_grammar) {
- data.grammar_lazy = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO;
+ data.grammar_lazy = !(has_response_format || (has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED));
data.grammar = build_grammar([&](const common_grammar_builder & builder) {
foreach_function(inputs.tools, [&](const json & tool) {
const auto & function = tool.at("function");
auto schema = function.at("parameters");
builder.resolve_refs(schema);
});
+ if (has_response_format) {
+ auto schema = inputs.json_schema;
+ builder.resolve_refs(schema);
+ }
parser.build_grammar(builder, data.grammar_lazy);
});
@@ -1790,20 +2091,648 @@ static common_chat_params common_chat_params_init_gigachat_v3(
return data;
}
+// The DeepSeek V4 reference implementation renders consecutive tool results into a single
+// user block, ordered by the tool call order of the preceding assistant message (matched
+// by tool call id) rather than by the order they appear in the conversation.
+static json deepseek_v4_sort_tool_results(const json & messages) {
+ json adjusted = messages;
+ std::map<std::string, size_t> call_order;
+
+ for (size_t i = 0; i < adjusted.size();) {
+ const auto & msg = adjusted[i];
+ const auto role = msg.value("role", "");
+
+ if (role == "assistant" && msg.contains("tool_calls") &&
+ msg.at("tool_calls").is_array() && !msg.at("tool_calls").empty()) {
+ call_order.clear();
+ const auto & tool_calls = msg.at("tool_calls");
+ for (size_t idx = 0; idx < tool_calls.size(); idx++) {
+ auto id = tool_calls[idx].value("id", "");
+ if (!id.empty()) {
+ call_order[id] = idx;
+ }
+ }
+ i++;
+ continue;
+ }
+
+ if (role != "user" && role != "tool") {
+ i++;
+ continue;
+ }
+
+ // collect a maximal run of user/tool messages - they render into one user block
+ std::vector<size_t> tool_positions;
+ size_t run_end = i;
+ for (; run_end < adjusted.size(); run_end++) {
+ const auto r = adjusted[run_end].value("role", "");
+ if (r == "tool") {
+ tool_positions.push_back(run_end);
+ } else if (r != "user") {
+ break;
+ }
+ }
+
+ if (tool_positions.size() > 1 && !call_order.empty()) {
+ std::vector<json> results;
+ results.reserve(tool_positions.size());
+ for (auto pos : tool_positions) {
+ results.push_back(adjusted[pos]);
+ }
+ std::stable_sort(results.begin(), results.end(), [&](const json & a, const json & b) {
+ const auto order = [&](const json & m) {
+ auto it = call_order.find(m.value("tool_call_id", ""));
+ return it == call_order.end() ? (size_t) 0 : it->second;
+ };
+ return order(a) < order(b);
+ });
+ for (size_t k = 0; k < tool_positions.size(); k++) {
+ adjusted[tool_positions[k]] = std::move(results[k]);
+ }
+ }
+
+ i = run_end;
+ }
+
+ return adjusted;
+}
+
static common_chat_params common_chat_params_init_deepseek_v3_2(const common_chat_template & tmpl,
const autoparser::generation_params & inputs) {
common_chat_params data;
+ // V4 uses the same DSML markup as V3.2, but names the tool call block "tool_calls"
+ // instead of "function_calls", renders tool results in tool call order and its
+ // non-thinking generation prompt ends with a bare </think> instead of an empty
+ // <think></think> pair.
+ const bool is_v4 = tmpl.source().find("function_calls") == std::string::npos;
+
+ std::optional<json> adjusted_messages;
+ if (is_v4) {
+ adjusted_messages = deepseek_v4_sort_tool_results(inputs.messages);
+ }
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_response_format = !inputs.json_schema.is_null() && inputs.json_schema.is_object();
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+ auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
+
+ std::optional<json> additional_context;
+ if (is_v4 && has_response_format) {
+ additional_context = json{ { "response_format", inputs.json_schema } };
+ }
+
+ const std::string DSML = "｜DSML｜";
+ const std::string THINK_START = "<think>";
+ const std::string THINK_END = "</think>";
+ const std::string TC_BLOCK = is_v4 ? "tool_calls" : "function_calls";
+ const std::string FC_START = "<" + DSML + TC_BLOCK + ">";
+ const std::string FC_END = "</" + DSML + TC_BLOCK + ">";
+ const std::string INVOKE_START = "<" + DSML + "invoke";
+ const std::string INVOKE_END = "</" + DSML + "invoke>";
+ const std::string PARAM_START = "<" + DSML + "parameter";
+ const std::string PARAM_END = "</" + DSML + "parameter>";
+ const std::string GEN_PROMPT = "<｜Assistant｜>";
+ const std::string TC_SEPARATOR = "\n\n";
+
+ data.prompt = common_chat_template_direct_apply_impl(
+ tmpl, inputs, adjusted_messages, std::nullopt, additional_context);
+ data.generation_prompt = common_chat_template_generation_prompt_impl(
+ tmpl, inputs, adjusted_messages, std::nullopt, additional_context);
+ data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
+ data.supports_thinking = true;
+ data.thinking_start_tag = THINK_START;
+ data.thinking_end_tags = {THINK_END, FC_START};
+ data.preserved_tokens = {
+ DSML,
+ THINK_START,
+ THINK_END,
+ };
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ if (is_v4 && msg.reasoning_content.empty()) {
+ data.generation_prompt = GEN_PROMPT + THINK_END;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += msg.render_content();
+ }
+ } else {
+ data.generation_prompt = GEN_PROMPT + THINK_START + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += THINK_END + msg.render_content();
+ }
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ bool require_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED;
+ bool has_tool_calls = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE;
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto generation_prompt = p.literal(GEN_PROMPT);
+ auto end = p.end();
+
+ // build tool call section first since we might need it in reasoning
+ auto tool_choice = p.choice();
+ if (has_tool_calls) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ std::string name = function.at("name");
+ auto params = function.contains("parameters") ? function.at("parameters") : json::object();
+ const auto & props = params.contains("properties") ? params.at("properties") : json::object();
+
+ std::set<std::string> required;
+ if (params.contains("required")) {
+ required = params.at("required").get<std::set<std::string>>();
+ }
+
+ auto schema_info = common_schema_info();
+ schema_info.resolve_refs(params);
+
+ std::vector<common_peg_parser> required_parsers;
+ std::vector<common_peg_parser> optional_parsers;
+ for (const auto & [param_name, param_schema] : props.items()) {
+ bool is_required = required.find(param_name) != required.end();
+ bool is_string = schema_info.resolves_to_string(param_schema);
+
+ auto arg = p.tool_arg(
+ p.tool_arg_open(p.literal(PARAM_START + " name=\"") + p.tool_arg_name(p.literal(param_name)) +
+ p.literal("\" string=\"" + std::string(is_string ? "true" : "false") + "\">")) +
+ (is_string ?
+ p.tool_arg_string_value(p.until(PARAM_END)) :
+ p.tool_arg_json_value(p.schema(p.json(), "tool-" + name + "-arg-" + param_name + "-schema",
+ param_schema, false))) +
+ p.tool_arg_close(p.literal(PARAM_END)));
+
+ auto named_arg = p.rule("tool-" + name + "-arg-" + param_name, arg);
+ if (is_required) {
+ required_parsers.push_back(named_arg);
+ } else {
+ optional_parsers.push_back(named_arg);
+ }
+ }
+
+ common_peg_parser args_seq = p.eps();
+ for (size_t i = 0; i < required_parsers.size(); i++) {
+ if (i > 0) {
+ args_seq = args_seq + p.space();
+ }
+ args_seq = args_seq + required_parsers[i];
+ }
+
+ if (!optional_parsers.empty()) {
+ common_peg_parser any_opt = p.choice();
+ for (const auto & opt : optional_parsers) {
+ any_opt |= opt;
+ }
+ args_seq = args_seq + p.repeat(p.space() + any_opt, 0, -1);
+ }
+
+ common_peg_parser invoke_body = args_seq;
+ auto func_parser = p.tool(p.tool_open(p.literal(INVOKE_START + " name=\"") +
+ p.tool_name(p.literal(name)) + p.literal("\">\n")) +
+ invoke_body + p.space() + p.tool_close(p.literal(INVOKE_END)));
+
+ tool_choice |= p.rule("tool-" + name, func_parser);
+ });
+ }
+
+ common_peg_parser tool_calls = p.eps();
+ if (inputs.parallel_tool_calls) {
+ tool_calls = p.trigger_rule("tool-call",
+ p.literal(FC_START) + p.space() + tool_choice +
+ p.zero_or_more(p.space() + tool_choice) + p.space() + p.literal(FC_END));
+ } else {
+ tool_calls = p.trigger_rule("tool-call",
+ p.literal(FC_START) + p.space() + tool_choice + p.space() + p.literal(FC_END));
+ }
+
+ auto reasoning = p.eps();
+ auto reasoning_with_tc = p.eps();
+ auto obligatory_tool_calls = tool_calls;
+ bool allow_reasoning_with_tc = false;
+
+ if (!require_tools) {
+ tool_calls = p.optional(tool_calls);
+ }
+
+ if (extract_reasoning && inputs.enable_thinking) {
+ reasoning = p.optional(THINK_START + p.reasoning(p.until(THINK_END)) + THINK_END);
+ reasoning_with_tc = THINK_START +
+ p.reasoning(p.until_one_of({ TC_SEPARATOR + FC_START, FC_START, THINK_END })) +
+ p.space() + obligatory_tool_calls;
+ allow_reasoning_with_tc = true;
+ } else if (extract_reasoning) {
+ // Thinking disabled but reasoning extraction requested: the generation prompt
+ // contains an empty <think></think> pair (V3.2) or a bare </think> (V4) that
+ // must still be consumed.
+ reasoning = is_v4
+ ? p.optional(p.literal(THINK_END))
+ : p.optional(p.literal(THINK_START) + p.until(THINK_END) + p.literal(THINK_END));
+ }
+
+ if (has_response_format) {
+ auto response_format = p.rule("response-format",
+ p.literal("```json") + p.space() +
+ p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema)) +
+ p.space() + p.literal("```"));
+ return generation_prompt + reasoning + response_format + end;
+ }
+
+ if (!has_tool_calls) {
+ return generation_prompt + reasoning + p.content(p.rest()) + end;
+ }
+
+ auto content_before_tools = p.negate(p.literal(THINK_START)) +
+ p.content(p.until_one_of({ TC_SEPARATOR + FC_START, FC_START })) +
+ p.space();
+ return allow_reasoning_with_tc ? generation_prompt + (reasoning_with_tc | (reasoning + content_before_tools + tool_calls)) + end :
+ generation_prompt + reasoning + content_before_tools + tool_calls + end;
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = has_tools && !require_tools;
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ auto schema = function.contains("parameters") ? function.at("parameters") : json::object();
+ builder.resolve_refs(schema);
+ });
+ if (has_response_format) {
+ auto schema = inputs.json_schema;
+ builder.resolve_refs(schema);
+ }
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+
+ data.grammar_triggers = {
+ { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, FC_START },
+ };
+ }
+
+ return data;
+}
+
+// Kimi K3 - XTML tagged format, built by open_tag/close_tag macros:
+// open_tag(t, attrs) = <|open|>t k="v"...<|sep|> close_tag(t) = <|close|>t<|sep|>
+// assistant := [think] [response] [tools] close_tag(message) <|end_of_msg|>
+// the generation prompt already opens the think (or response) section, so the
+// section opener is optional here - same as Kimi K2 Thinking
+static common_chat_params common_chat_params_init_kimi_k3(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
+ data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs);
+ data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
+ data.supports_thinking = true;
+
+ const std::string SEP = "<|sep|>";
+ const std::string MSG_START = "<|open|>message role=\"assistant\"<|sep|>";
+ const std::string THINK_START = "<|open|>think<|sep|>";
+ const std::string THINK_END = "<|close|>think<|sep|>";
+ const std::string RESP_START = "<|open|>response<|sep|>";
+ const std::string RESP_END = "<|close|>response<|sep|>";
+ const std::string TOOLS_START = "<|open|>tools<|sep|>";
+ const std::string TOOLS_END = "<|close|>tools<|sep|>";
+ const std::string CALL_START = "<|open|>call tool=\"";
+ const std::string CALL_END = "<|close|>call<|sep|>";
+ const std::string ARG_START = "<|open|>argument key=\"";
+ const std::string ARG_END = "<|close|>argument<|sep|>";
+ const std::string MSG_END = "<|close|>message<|sep|>";
+ const std::string EOM_TOKEN = "<|end_of_msg|>";
+
+ // only the markers are special tokens. tag names ("think", "response", ...) are
+ // normal tokens and must not be preserved, or prose with those words is broken
+ data.preserved_tokens = {
+ "<|open|>",
+ "<|close|>",
+ "<|sep|>",
+ "<|end_of_msg|>",
+ };
+
+ data.thinking_start_tag = THINK_START;
+ data.thinking_end_tags = { THINK_END };
+
+ // per-role message-start delimiters. user/assistant messages only have the role
+ // attribute, so the full opener is used. system and tool messages have more
+ // attributes, so those delimiters stop after the closing quote of the role
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|open|>message role=\"assistant\"<|sep|>" },
+ { COMMON_CHAT_ROLE_USER, "<|open|>message role=\"user\"<|sep|>" },
+ { COMMON_CHAT_ROLE_TOOL, "<|open|>message role=\"tool\"" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|open|>message role=\"system\"" },
+ };
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+ auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE;
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ data.generation_prompt = MSG_START + THINK_START + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += THINK_END + RESP_START + msg.render_content();
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto end = p.end();
+
+ auto start = p.optional(p.literal(MSG_START));
+
+ // the think section is always consumed, even with reasoning extraction off:
+ // the generation prompt ends with open_tag('think'), so it is always present.
+ // reasoning stops at its own closer, or at the response opener if the model
+ // skips the closer
+ auto think_body = extract_reasoning ? p.reasoning(p.until_one_of({ THINK_END, RESP_START })) :
+ p.content(p.until_one_of({ THINK_END, RESP_START }));
+
+ auto reasoning = p.optional(p.optional(p.literal(THINK_START)) + think_body +
+ p.optional(p.literal(THINK_END)));
+
+ // content runs to the response closer, or to the next section if truncated
+ auto response = p.optional(p.literal(RESP_START)) +
+ p.content(p.until_one_of({ RESP_END, TOOLS_START, MSG_END })) +
+ p.optional(p.literal(RESP_END));
+
+ // the EOG token after the message closer reaches the parser as text,
+ // so it must be consumed or the parse stays incomplete
+ auto trailer = p.optional(p.literal(MSG_END)) + p.optional(p.literal(EOM_TOKEN));
+
+ if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) {
+ return start + reasoning + response + trailer + end;
+ }
+
+ auto tool_choices = p.choice();
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ std::string name = function.at("name");
+ const json schema = function.contains("parameters") ? function.at("parameters") : json::object();
+
+ // arguments come one tag per key, with the JSON type in a type="..."
+ // attribute. the type is taken from the tool schema instead, as it tells
+ // us if the value is JSON or a literal string
+ auto args = p.eps();
+ if (schema.contains("properties") && !schema.at("properties").empty()) {
+ auto arg_choices = p.choice();
+ for (const auto & prop : schema.at("properties").items()) {
+ const std::string & key = prop.key();
+
+ std::string type = "string";
+ if (prop.value().is_object() && prop.value().contains("type") &&
+ prop.value().at("type").is_string()) {
+ type = prop.value().at("type").get<std::string>();
+ }
+
+ auto value = type == "string" ? p.tool_arg_string_value(p.until(ARG_END)) :
+ p.tool_arg_value(p.until(ARG_END));
+
+ // skip the trailing type="..." attribute: anything up to <|sep|>
+ arg_choices |= p.rule("kimi-k3-arg-" + name + "-" + key,
+ p.tool_arg(p.tool_arg_open(p.literal(ARG_START)) +
+ p.tool_arg_name(p.literal(key)) + p.literal("\"") +
+ p.until(SEP) + p.literal(SEP) + value +
+ p.tool_arg_close(p.literal(ARG_END))));
+ }
+ args = p.zero_or_more(arg_choices);
+ }
+
+ // skip the trailing index="N" attribute the same way
+ auto call = p.tool(p.tool_open(p.literal(CALL_START) + p.tool_name(p.literal(name)) + p.literal("\"") +
+ p.until(SEP) + p.literal(SEP)) +
+ p.tool_args(args) + p.tool_close(p.literal(CALL_END)));
+
+ tool_choices |= p.rule("kimi-k3-tool-" + name, call);
+ });
+
+ // all calls go inside one tools section, then the message is closed. the
+ // message closer is part of the trigger rule, or else the lazy grammar
+ // rejects it once tool calls have started
+ auto tools_section =
+ p.trigger_rule("kimi-k3-tool-call", p.literal(TOOLS_START) + p.one_or_more(tool_choices) +
+ p.literal(TOOLS_END) + p.optional(p.literal(MSG_END)) +
+ p.optional(p.literal(EOM_TOKEN)));
+
+ auto tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? tools_section :
+ p.optional(tools_section);
+
+ return start + reasoning + response + tools + trailer + end;
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ if (function.contains("parameters")) {
+ auto schema = function.at("parameters");
+ builder.resolve_refs(schema);
+ }
+ });
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+
+ data.grammar_triggers = {
+ { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, TOOLS_START },
+ };
+ }
+
+ return data;
+}
+
+// Cohere2 MoE (a.k.a. "North Code") parser.
+//
+// The assistant turn is fully marker-wrapped:
+// <|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
+// <|START_THINKING|>{reasoning}<|END_THINKING|>
+// then EITHER content: <|START_TEXT|>{content}<|END_TEXT|>
+// OR tool calls: <|START_ACTION|>[
+// {"tool_call_id": "0", "tool_name": "f", "parameters": {...}}, ...
+// ]<|END_ACTION|>
+// <|END_OF_TURN_TOKEN|>
+//
+// The generation prompt forces a leading <|START_THINKING|> (when reasoning is enabled, which is
+// the template default), so the model's output continues from *inside* the thinking block. The
+// parser literal therefore only covers the stable <|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|> prefix
+// and the reasoning rule consumes the <|START_THINKING|> ... <|END_THINKING|> markers itself,
+// regardless of whether they came from the generation prompt or the generated text.
+static common_chat_params common_chat_params_init_cohere2moe(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ const std::string TURN_START = "<|START_OF_TURN_TOKEN|>";
+ const std::string TURN_END = "<|END_OF_TURN_TOKEN|>";
+ const std::string CHATBOT = "<|CHATBOT_TOKEN|>";
+ const std::string USER = "<|USER_TOKEN|>";
+ const std::string SYSTEM = "<|SYSTEM_TOKEN|>";
+ const std::string THINK_START = "<|START_THINKING|>";
+ const std::string THINK_END = "<|END_THINKING|>";
+ const std::string TEXT_START = "<|START_TEXT|>";
+ const std::string TEXT_END = "<|END_TEXT|>";
+ const std::string ACTION_START = "<|START_ACTION|>";
+ const std::string ACTION_END = "<|END_ACTION|>";
+ const std::string RESULT_START = "<|START_TOOL_RESULT|>";
+ const std::string RESULT_END = "<|END_TOOL_RESULT|>";
+
+ // Stable prefix of the generation prompt that precedes the (forced) <|START_THINKING|> marker.
+ const std::string GEN_PREFIX = TURN_START + CHATBOT;
+
data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs);
data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
data.supports_thinking = true;
- data.thinking_start_tag = "<think>";
- data.thinking_end_tag = "</think>";
+ data.thinking_start_tag = THINK_START;
+ data.thinking_end_tags = {THINK_END};
data.preserved_tokens = {
- "｜DSML｜",
- "<think>",
- "</think>",
+ TURN_START, TURN_END, CHATBOT, USER, SYSTEM,
+ THINK_START, THINK_END,
+ TEXT_START, TEXT_END,
+ ACTION_START, ACTION_END,
+ RESULT_START, RESULT_END,
+ };
+
+ // Declare per-role message delimiters. Tool results are rendered with the
+ // system token followed by <|START_TOOL_RESULT|>, so the "tool" delimiter must be listed before
+ // the plain "system" one (it is a strict superset, and the role split tries delimiters in order).
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, GEN_PREFIX },
+ { COMMON_CHAT_ROLE_USER, TURN_START + USER },
+ { COMMON_CHAT_ROLE_TOOL, TURN_START + SYSTEM + RESULT_START },
+ { COMMON_CHAT_ROLE_SYSTEM, TURN_START + SYSTEM },
+ };
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty();
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+ auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ data.generation_prompt = GEN_PREFIX + THINK_START + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += THINK_END + TEXT_START + msg.render_content();
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto generation_prompt = p.literal(GEN_PREFIX);
+ auto end = p.end();
+
+ // The thinking block is always present (the generation prompt forces <|START_THINKING|>).
+ // When extracting reasoning, capture its body; otherwise keep the whole block (markers
+ // included) inline as content, matching reasoning_format=NONE conventions.
+ common_peg_parser reasoning = p.eps();
+ if (extract_reasoning) {
+ reasoning = p.optional(p.literal(THINK_START) +
+ p.reasoning(p.until_one_of({ THINK_END, TEXT_START, ACTION_START })) +
+ p.optional(p.literal(THINK_END)));
+ } else {
+ reasoning = p.optional(p.content(p.literal(THINK_START) +
+ p.until_one_of({ THINK_END, TEXT_START, ACTION_START }) +
+ p.optional(p.literal(THINK_END))));
+ }
+
+ auto text_content = has_response_format
+ ? p.literal(TEXT_START) +
+ p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema)) +
+ p.optional(p.literal(TEXT_END))
+ : p.literal(TEXT_START) + p.content(p.until(TEXT_END)) + p.optional(p.literal(TEXT_END));
+
+ if (!has_tools || inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_NONE) {
+ return generation_prompt + reasoning + text_content + p.optional(p.literal(TURN_END)) + end;
+ }
+
+ auto require_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED;
+
+ // <|START_ACTION|>[ {"tool_call_id": "0", "tool_name": "f", "parameters": {...}}, ... ]<|END_ACTION|>
+ auto tool_calls = p.standard_json_tools(ACTION_START, ACTION_END, inputs.tools, inputs.parallel_tool_calls,
+ /* force_tool_calls = */ true,
+ /* name_key = */ "tool_name",
+ /* args_key = */ "parameters",
+ /* array_wrapped = */ true,
+ /* function_is_key = */ false,
+ /* call_id_key = */ "",
+ /* gen_call_id_key = */ "tool_call_id",
+ /* parameters_order = */ { "tool_call_id", "tool_name", "parameters" });
+
+ // Content and tool calls are mutually exclusive in this format.
+ common_peg_parser body = require_tools ? tool_calls : p.choice({ tool_calls, text_content });
+
+ return generation_prompt + reasoning + body + p.optional(p.literal(TURN_END)) + end;
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = !has_response_format && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO;
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ auto schema = function.at("parameters");
+ builder.resolve_refs(schema);
+ });
+ if (has_response_format) {
+ auto schema = inputs.json_schema;
+ builder.resolve_refs(schema);
+ }
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+
+ data.grammar_triggers = {
+ { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, ACTION_START }
+ };
+ }
+
+ return data;
+}
+
+static common_chat_params common_chat_params_init_minimax_m3(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
+ data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs);
+ data.format = COMMON_CHAT_FORMAT_PEG_MINIMAX_M3;
+ data.supports_thinking = true;
+ data.thinking_start_tag = "<mm:think>";
+ data.thinking_end_tags = {"</mm:think>"};
+
+ // M3 prefixes every tool tag with the namespace token "]<]minimax[>[";
+ // params use the parameter name as the tag (<file_path>...</file_path>).
+ const std::string NS = "]<]minimax[>[";
+ const std::string THINK_START = "<mm:think>";
+ const std::string THINK_END = "</mm:think>";
+ const std::string FC_START = NS + "<tool_call>";
+ const std::string FC_END = NS + "</tool_call>";
+ const std::string INVOKE_END = NS + "</invoke>";
+
+ data.preserved_tokens = {
+ NS,
+ "<tool_call>",
+ "</tool_call>",
+ THINK_START,
+ THINK_END,
+ };
+
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "]~b]ai" },
+ { COMMON_CHAT_ROLE_USER, "]~b]user" },
+ { COMMON_CHAT_ROLE_TOOL, "]~b]tool" },
+ { COMMON_CHAT_ROLE_SYSTEM, "]~b]developer" },
+ { COMMON_CHAT_ROLE_SYSTEM, "]~b]system" },
};
auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
@@ -1811,16 +2740,9 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
- const std::string DSML = "｜DSML｜";
- const std::string THINK_START = "<think>";
- const std::string THINK_END = "</think>";
- const std::string FC_START = "<" + DSML + "function_calls>";
- const std::string FC_END = "</" + DSML + "function_calls>";
- const std::string INVOKE_START = "<" + DSML + "invoke";
- const std::string INVOKE_END = "</" + DSML + "invoke>";
- const std::string PARAM_START = "<" + DSML + "parameter";
- const std::string PARAM_END = "</" + DSML + "parameter>";
- const std::string GEN_PROMPT = "<｜Assistant｜>";
+ const std::string GEN_PROMPT = data.generation_prompt;
+
+ using mm3 = common_chat_peg_minimax_m3_mapper;
if (inputs.has_continuation()) {
const auto & msg = inputs.continue_msg;
@@ -1834,16 +2756,19 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
}
auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
- auto generation_prompt = p.literal(GEN_PROMPT);
+ auto generation_prompt = p.prefix(GEN_PROMPT, THINK_START);
auto end = p.end();
auto reasoning = p.eps();
- if (extract_reasoning && inputs.enable_thinking) {
- reasoning = p.optional(THINK_START + p.reasoning(p.until(THINK_END)) + THINK_END);
- } else if (extract_reasoning) {
- // Thinking disabled but reasoning extraction requested: the generation prompt
- // contains an empty <think></think> pair that must still be consumed.
- reasoning = p.optional(p.literal(THINK_START) + p.until(THINK_END) + p.literal(THINK_END));
+ if (extract_reasoning) {
+ auto block = inputs.enable_thinking
+ ? p.literal(THINK_START) + p.space() +
+ p.ac(p.reasoning(p.until(THINK_END)) + p.literal(THINK_END), THINK_END)
+ : p.literal(THINK_START) + p.ac(p.until(THINK_END) + p.literal(THINK_END), THINK_END);
+
+ // A turn without reasoning is prefixed with a bare </mm:think>, written either by the
+ // generation prompt (thinking_mode = "disabled") or by the model itself.
+ reasoning = p.optional(p.choice({ block, p.literal(THINK_END) }));
}
if (has_response_format) {
@@ -1858,68 +2783,130 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
return generation_prompt + reasoning + p.content(p.rest()) + end;
}
+ auto alternatives_of = [](const json & schema) -> std::optional<json> {
+ for (const auto * keyword : { "oneOf", "anyOf" }) {
+ if (schema.contains(keyword) && schema.at(keyword).is_array() && !schema.at(keyword).empty()) {
+ return schema.at(keyword);
+ }
+ }
+ return std::nullopt;
+ };
+
auto tool_choice = p.choice();
foreach_function(inputs.tools, [&](const json & tool) {
const auto & function = tool.at("function");
std::string name = function.at("name");
- auto params = function.contains("parameters") ? function.at("parameters") : json::object();
- const auto & props = params.contains("properties") ? params.at("properties") : json::object();
-
- std::set<std::string> required;
- if (params.contains("required")) {
- params.at("required").get_to(required);
- }
+ auto params = function.contains("parameters") ? function.at("parameters") : json::object();
auto schema_info = common_schema_info();
schema_info.resolve_refs(params);
- std::vector<common_peg_parser> required_parsers;
- std::vector<common_peg_parser> optional_parsers;
- for (const auto & [param_name, param_schema] : props.items()) {
- bool is_required = required.find(param_name) != required.end();
- bool is_string = schema_info.resolves_to_string(param_schema);
+ // The template expands argument values recursively in XML (see the to_xml() macro)
+ std::function<common_peg_parser(const json &, const std::string &, const std::string &)> value_of;
+ std::function<common_peg_parser(const json &, const std::string &)> members_of;
- auto arg = p.tool_arg(
- p.tool_arg_open(
- p.literal(PARAM_START + " name=\"") +
- p.tool_arg_name(p.literal(param_name)) +
- p.literal("\" string=\"" + std::string(is_string ? "true" : "false") + "\">")) +
- (is_string
- ? p.tool_arg_string_value(p.until(PARAM_END))
- : p.tool_arg_json_value(p.schema(p.json(),
- "tool-" + name + "-arg-" + param_name + "-schema",
- param_schema, false))) +
- p.tool_arg_close(p.literal(PARAM_END)));
+ auto element_of = [&](const std::string & tag, const json & schema, const std::string & rule_name) {
+ const std::string close = NS + "</" + tag + ">";
+ return p.rule(rule_name,
+ p.tool_arg(
+ p.tool_arg_open(
+ p.literal(NS + "<") +
+ p.tool_arg_name(p.literal(tag)) +
+ p.literal(">")) +
+ value_of(schema, rule_name, close)));
+ };
- auto named_arg = p.rule("tool-" + name + "-arg-" + param_name, arg);
- if (is_required) {
- required_parsers.push_back(named_arg);
- } else {
- optional_parsers.push_back(named_arg);
+ value_of = [&](const json & schema,
+ const std::string & rule_name,
+ const std::string & close) -> common_peg_parser {
+ auto close_tag = p.tool_arg_close(p.literal(close));
+
+ // A string accepts anything, so a union with a string alternative is a string
+ if (schema_info.resolves_to_string(schema)) {
+ return p.ac(p.tool_arg_string_value(p.until(close)) + close_tag, close);
}
- }
- common_peg_parser args_seq = p.eps();
- for (size_t i = 0; i < required_parsers.size(); i++) {
- if (i > 0) {
- args_seq = args_seq + p.space();
+ if (auto alternatives = alternatives_of(schema)) {
+ std::vector<common_peg_parser> choices;
+
+ size_t index = 0;
+ for (const auto & alternative : *alternatives) {
+ const std::string alt_name = rule_name + "-" + std::to_string(index++);
+
+ // There is a risk that this breaks streaming deltas, but that's a risk we
+ // assume to provide tool arg streaming.
+ choices.push_back(value_of(alternative, alt_name, close));
+ }
+
+ return p.choice(choices);
}
- args_seq = args_seq + required_parsers[i];
- }
- if (!optional_parsers.empty()) {
- common_peg_parser any_opt = p.choice();
- for (const auto & opt : optional_parsers) {
- any_opt |= opt;
+ const std::string type = schema.contains("type") && schema.at("type").is_string()
+ ? schema.at("type").get<std::string>()
+ : "";
+
+ if (type == "object" && schema.contains("properties")) {
+ return p.tag(mm3::TOOL_ARG_OBJECT, members_of(schema, rule_name)) + p.space() + close_tag;
}
- args_seq = args_seq + p.repeat(p.space() + any_opt, 0, -1);
- }
- common_peg_parser invoke_body = args_seq;
+ if (type == "array" && schema.contains("items")) {
+ const std::string item_close = NS + "</item>";
+ auto item = p.rule(rule_name + "-item",
+ p.tag(mm3::TOOL_ARG_ITEM,
+ p.literal(NS + "<item>") +
+ value_of(schema.at("items"), rule_name + "-item", item_close)));
+ return p.tag(mm3::TOOL_ARG_ARRAY, p.repeat(p.space() + item, 0, -1)) + p.space() + close_tag;
+ }
+
+ return p.tool_arg_json_value(p.schema(p.json(), rule_name + "-schema", schema, false)) + close_tag;
+ };
+
+ // Required properties in schema order, then any number of optional ones in any order.
+ members_of = [&](const json & schema, const std::string & rule_prefix) -> common_peg_parser {
+ const auto & props = schema.at("properties");
+
+ std::set<std::string> required;
+ if (schema.contains("required")) {
+ required = schema.at("required").get<std::set<std::string>>();
+ }
+
+ std::vector<common_peg_parser> required_elements;
+ std::vector<common_peg_parser> optional_elements;
+ for (const auto & [key, key_schema] : props.items()) {
+ auto element = element_of(key, key_schema, rule_prefix + "-" + key);
+ if (required.find(key) != required.end()) {
+ required_elements.push_back(element);
+ } else {
+ optional_elements.push_back(element);
+ }
+ }
+
+ common_peg_parser members = p.eps();
+ for (size_t i = 0; i < required_elements.size(); i++) {
+ if (i > 0) {
+ members = members + p.space();
+ }
+ members = members + required_elements[i];
+ }
+
+ if (!optional_elements.empty()) {
+ common_peg_parser any_optional = p.choice();
+ for (const auto & element : optional_elements) {
+ any_optional |= element;
+ }
+ members = members + p.repeat(p.space() + any_optional, 0, -1);
+ }
+
+ return members;
+ };
+
+ common_peg_parser invoke_body =
+ params.contains("properties") ? members_of(params, "tool-" + name + "-arg") : p.eps();
+
auto func_parser = p.tool(
- p.tool_open(p.literal(INVOKE_START + " name=\"") +
- p.tool_name(p.literal(name)) + p.literal("\">\n")) +
- invoke_body + p.space() +
+ p.tool_open(p.literal(NS + "<invoke name=\"") +
+ p.tool_name(p.literal(name)) + p.literal("\">")) +
+ p.space() + invoke_body + p.space() +
p.tool_close(p.literal(INVOKE_END)));
tool_choice |= p.rule("tool-" + name, func_parser);
@@ -1992,10 +2979,10 @@ static void system_message_not_supported(json & messages) {
auto & second_msg = messages[1];
second_msg["content"] = first_msg.at("content").get<std::string>()
+ "\n" + second_msg.at("content").get<std::string>();
- messages.erase(messages.begin());
+ messages.erase(0);
} else {
LOG_WRN("Removing system prompt due to template not supporting system role\n");
- messages.erase(messages.begin());
+ messages.erase(0);
}
}
}
@@ -2173,6 +3160,313 @@ static void func_args_not_string(json & messages) {
}
}
+// Trim leading/trailing whitespace from message contents before rendering. This
+// has to run on the messages (not on the rendered JSON) because templates with
+// string-only content caps concatenate typed content parts into a single string
+// during rendering, after which the per-part whitespace can no longer be reached.
+// Both the plain string content and the text of typed content parts are trimmed.
+static void trim_all_content(std::vector<common_chat_msg> & messages) {
+ for (auto & message : messages) {
+ message.content = trim_whitespace(message.content);
+ message.reasoning_content = trim_whitespace(message.reasoning_content);
+ for (auto & part : message.content_parts) {
+ if (part.type == "text") {
+ part.text = trim_whitespace(part.text);
+ }
+ }
+ }
+}
+
+}
+
+// MiniCPM5 format:
+// - Reasoning: <think>{reasoning}</think> (optional)
+// - Tool calls: <function name="foo"><param name="bar">value</param></function>
+static common_chat_params common_chat_params_init_minicpm5(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
+ data.generation_prompt = common_chat_template_generation_prompt_impl(tmpl, inputs);
+ data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
+ data.supports_thinking = true;
+ data.preserved_tokens = {
+ "<function",
+ "<param",
+ "</function>",
+ "</param>",
+ "<think>",
+ "</think>",
+ };
+
+ data.thinking_start_tag = "<think>";
+ data.thinking_end_tags = {"</think>"};
+
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|im_start|>assistant" },
+ { COMMON_CHAT_ROLE_TOOL, "<|im_start|>user\n<tool_response>" },
+ { COMMON_CHAT_ROLE_USER, "<|im_start|>user" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|im_start|>system" },
+ };
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ auto has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty();
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+ auto include_grammar = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ data.generation_prompt = "<|im_start|>assistant\n<think>\n" + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += "\n</think>\n\n" + msg.render_content();
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto generation_prompt = p.literal("<|im_start|>assistant\n");
+
+ auto reasoning = p.eps();
+ if (extract_reasoning) {
+ reasoning = ("<think>" << p.reasoning(p.until("</think>")) << "</think>") + p.space();
+ }
+
+ // Response format parser
+ if (has_response_format) {
+ return generation_prompt + reasoning + p.content(p.schema(p.json(), "response-format", inputs.json_schema));
+ }
+
+ if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) {
+ // CDATA lets a value carry characters that would otherwise close the tag (e.g.
+ // </param>); capture the inner text only, excluding the CDATA markers.
+ auto string_value = p.choice({
+ p.literal("<![CDATA[") + p.ac(p.tool_arg_string_value(p.until("]]>")) + p.literal("]]>"), "]]>") + p.tool_arg_close(p.literal("</param>")),
+ p.negate(p.literal("< {
+ const auto & function = tool.at("function");
+ const std::string name = function.at("name");
+ auto params = function.contains("parameters") ? function.at("parameters") : json::object();
+
+ auto args = p.eps();
+ if (params.contains("properties") && params.at("properties").is_object() && !params.at("properties").empty()) {
+ auto schema_info = common_schema_info();
+ schema_info.resolve_refs(params);
+
+ auto arg_choice = p.choice();
+ for (const auto & [prop_name, prop_schema] : params.at("properties").items()) {
+ auto value_parser = p.eps();
+ if (schema_info.resolves_to_string(prop_schema)) {
+ value_parser = string_value;
+ } else {
+ value_parser = p.tool_arg_json_value(
+ p.schema(p.json(), "tool-" + name + "-arg-" + prop_name + "-schema", prop_schema, false)
+ ) + p.tool_arg_close(p.literal("</param>"));
+ }
+
+ auto arg_rule = p.tool_arg(
+ p.tool_arg_open(p.literal("<param name=\"") + p.tool_arg_name(p.literal(prop_name)) + p.literal("\">")) +
+ value_parser
+ );
+
+ arg_choice |= arg_rule;
+ }
+ args = p.zero_or_more(arg_choice + p.space());
+ }
+
+ auto tool_parser = p.tool(
+ p.tool_open(p.literal("<function name=\"") + p.tool_name(p.literal(name)) + p.literal("\">"))
+ << p.tool_args(args)
+ << p.tool_close(p.literal("</function>")));
+
+ tool_choice |= p.rule("tool-" + name, tool_parser);
+ });
+
+ auto max_calls = inputs.parallel_tool_calls ? -1 : 1;
+ auto tool_calls = p.trigger_rule("tool-call", p.repeat(tool_choice + p.space(), 1, max_calls));
+
+ auto content = p.content(p.until("<function"));
+
+ return generation_prompt + reasoning + content + tool_calls + p.end();
+ }
+
+ return generation_prompt + reasoning + p.content(p.rest()) + p.end();
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = !(has_response_format || (has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED));
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ auto schema = function.contains("parameters") ? function.at("parameters") : json::object();
+ builder.resolve_refs(schema);
+ });
+ if (has_response_format) {
+ auto schema = inputs.json_schema;
+ builder.resolve_refs(schema);
+ }
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+
+ data.grammar_triggers = {
+ { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<function" },
+ };
+ }
+
+ return data;
+}
+
+// An assistant turn is rendered as one or more messages, each
+// "<|start|>assistant to=<recipient><|message|>{content}{END}" where END is
+// <|eom|> (more messages follow) or <|eot|> (end of turn):
+// - chain-of-thought: to=self, terminated by <|eom|>
+// - final answer: to=user, terminated by <|eot|>
+// The generation prompt is just "<|start|>assistant"; the model emits its own
+// " to=...<|message|>".
+static common_chat_params common_chat_params_init_muse_glimmer(const common_chat_template & tmpl,
+ const autoparser::generation_params & inputs) {
+ common_chat_params data;
+
+ data.prompt = common_chat_template_direct_apply_impl(tmpl, inputs);
+ data.generation_prompt = "<|start|>assistant";
+ data.format = COMMON_CHAT_FORMAT_PEG_NATIVE;
+ data.supports_thinking = true;
+
+ data.preserved_tokens = {
+ "<|start|>", "<|message|>", "<|eom|>", "<|eot|>",
+ // ATEM tool-call markup emitted on " to=<tool>" turns.
+ "<atem:function_calls>", "<atem:invoke", "<atem:parameter", "</atem:parameter>",
+ "</atem:invoke>", "</atem:function_calls>",
+ };
+
+ data.message_delimiters = {
+ { COMMON_CHAT_ROLE_ASSISTANT, "<|start|>assistant" },
+ { COMMON_CHAT_ROLE_USER, "<|start|>user" },
+ { COMMON_CHAT_ROLE_SYSTEM, "<|start|>system" },
+ { COMMON_CHAT_ROLE_TOOL, "<|start|>tool" },
+ };
+
+ if (inputs.has_continuation()) {
+ const auto & msg = inputs.continue_msg;
+
+ data.generation_prompt = "<|start|>assistant to=self<|message|>" + msg.reasoning_content;
+ if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+ data.generation_prompt += "<|eom|><|start|>assistant to=user<|message|>" + msg.render_content();
+ }
+
+ data.prompt += data.generation_prompt;
+ }
+
+ auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+
+ auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+ // Constrained grammar whenever tools are offered.
+ auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE;
+
+ auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+ auto start = p.rule("start", p.literal("<|start|>assistant"));
+
+ if (!extract_reasoning && !include_grammar) {
+ return start + p.content(p.rest());
+ }
+
+ if (extract_reasoning) {
+ p.rule("analysis", p.literal(" to=self<|message|>") + p.reasoning(p.until("<|eom|>")) + p.literal("<|eom|>"));
+ } else {
+ p.rule("analysis", p.literal(" to=self<|message|>") + p.content(p.until("<|eom|>")) + p.literal("<|eom|>"));
+ }
+ auto analysis = p.ref("analysis");
+
+ auto recipient = p.optional(p.literal(" to=user"));
+ auto final_msg = p.rule("final", recipient + p.literal("<|message|>") +
+ p.content(p.until_one_of({ "<|eot|>", "<|eom|>" })));
+
+ if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) {
+ auto string_value = p.ac(
+ p.tool_arg_string_value(p.until("</atem:parameter>")) + p.tool_arg_close(p.literal("</atem:parameter>")),
+ "</atem:parameter>");
+
+ auto tool_choice = p.choice();
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ const std::string name = function.at("name");
+ auto params = function.contains("parameters") ? function.at("parameters") : json::object();
+
+ auto args = p.eps();
+ if (params.contains("properties") && params.at("properties").is_object() && !params.at("properties").empty()) {
+ auto schema_info = common_schema_info();
+ schema_info.resolve_refs(params);
+
+ auto arg_choice = p.choice();
+ for (const auto & [prop_name, prop_schema] : params.at("properties").items()) {
+ auto value_parser = p.eps();
+ if (schema_info.resolves_to_string(prop_schema)) {
+ value_parser = string_value;
+ } else {
+ value_parser = p.tool_arg_json_value(
+ p.schema(p.json(), "tool-" + name + "-arg-" + prop_name + "-schema", prop_schema, false))
+ + p.tool_arg_close(p.literal("</atem:parameter>"));
+ }
+
+ auto arg_rule = p.tool_arg(
+ p.tool_arg_open(p.literal("<atem:parameter name=\"") + p.tool_arg_name(p.literal(prop_name)) + p.literal("\">")) +
+ value_parser);
+
+ arg_choice |= arg_rule;
+ }
+ args = p.zero_or_more(arg_choice + p.space());
+ }
+
+ auto tool_parser = p.tool(
+ p.tool_open(p.literal(" to=") + p.until("<|message|>") +
+ p.literal("<|message|><atem:function_calls>") + p.space() +
+ p.literal("<atem:invoke name=\"") + p.tool_name(p.literal(name)) + p.literal("\">") + p.space())
+ << p.tool_args(args)
+ << p.tool_close(p.literal("</atem:invoke>") + p.space() + p.literal("</atem:function_calls>")));
+
+ tool_choice |= p.rule("tool-" + name, tool_parser);
+ });
+
+ auto tool_calls = inputs.parallel_tool_calls
+ ? p.trigger_rule("tool-call", tool_choice + p.zero_or_more(p.literal("<|eom|>") + start + tool_choice))
+ : p.trigger_rule("tool-call", tool_choice);
+
+
+ if (inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED) {
+ return p.zero_or_more(start + analysis) + start + tool_calls;
+ }
+ auto trailing_calls = p.optional(p.literal("<|eom|>") + start + tool_calls);
+ return p.zero_or_more(start + analysis) + start + (tool_calls | (final_msg + trailing_calls));
+ }
+
+ return p.zero_or_more(start + analysis) + start + final_msg;
+ });
+
+ data.parser = parser.save();
+
+ if (include_grammar) {
+ data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
+ data.grammar = build_grammar([&](const common_grammar_builder & builder) {
+ foreach_function(inputs.tools, [&](const json & tool) {
+ const auto & function = tool.at("function");
+ auto schema = function.contains("parameters") ? function.at("parameters") : json::object();
+ builder.resolve_refs(schema);
+ });
+ parser.build_grammar(builder, data.grammar_lazy);
+ });
+ data.grammar_triggers = {
+ { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
+ "<\\|start\\|>assistant( to=(?!self<\\|message\\|>)(?!user<\\|message\\|>)[^<]*?<\\|message\\|>)" },
+ };
+ }
+
+ return data;
}
static json common_chat_extra_context() {
@@ -2203,6 +3497,12 @@ std::optional<common_chat_params> common_chat_try_specialized_template(
return common_chat_params_init_gpt_oss(tmpl, params);
}
+ // Muse Glimmer format using " to=<recipient>" recipients and <|eom|>/<|eot|> message terminators.
+ if (src.find("<atem:function_calls>") != std::string::npos && src.find("<|eom|>") != std::string::npos) {
+ LOG_DBG("Using specialized template: Muse Glimmer\n");
+ return common_chat_params_init_muse_glimmer(tmpl, params);
+ }
+
// Functionary v3.2 - uses recipient-based format with >>>recipient\n{content}
// Detection: template has ">>>all" for content and ">>>" prefix for tool calls
if (src.find(">>>all") != std::string::npos && src.find(">>>${recipient}") != std::string::npos) {
@@ -2218,6 +3518,22 @@ std::optional<common_chat_params> common_chat_try_specialized_template(
return common_chat_params_init_kimi_k2(tmpl, params);
}
+ // Kimi K3 - the <|open|>/<|close|>/<|end_of_msg|> markers are unique to it
+ if (src.find("<|open|>") != std::string::npos && src.find("<|close|>") != std::string::npos &&
+ src.find("<|end_of_msg|>") != std::string::npos) {
+ LOG_DBG("Using specialized template: Kimi K3\n");
+ return common_chat_params_init_kimi_k3(tmpl, params);
+ }
+
+ // Cohere2 MoE / North Code - marker-wrapped format with <|START_TEXT|> content and
+ // <|START_ACTION|> JSON tool calls. <|START_TEXT|> is unique to this template (the older
+ // Command-R templates use <|START_RESPONSE|>).
+ if (src.find("<|START_TEXT|>") != std::string::npos &&
+ src.find("<|START_ACTION|>") != std::string::npos) {
+ LOG_DBG("Using specialized template: Cohere2 MoE\n");
+ return common_chat_params_init_cohere2moe(tmpl, params);
+ }
+
if (is_lfm2_template(src)) {
LOG_DBG("Using specialized template: LFM2\n");
return common_chat_params_init_lfm2(tmpl, params, /* tool_list_tokens = */ true);
@@ -2238,12 +3554,23 @@ std::optional<common_chat_params> common_chat_try_specialized_template(
return common_chat_params_init_gigachat_v3(tmpl, params);
}
- // DeepSeek V3.2 format detection: template defines dsml_token and uses it for tool calls.
+ // MiniMax-M3: the namespace token "]<]minimax[>[" collides with the autoparser's
+ // markup delimiters, so detect the template and use a dedicated parser.
+ if (src.find("]<]minimax[>[") != std::string::npos &&
+ src.find("<tool_call>") != std::string::npos &&
+ src.find("<invoke name=") != std::string::npos) {
+ LOG_DBG("Using specialized template: MiniMax-M3\n");
+ return common_chat_params_init_minimax_m3(tmpl, params);
+ }
+
+ // DeepSeek V3.2/V4 format detection: template defines dsml_token and uses it for tool calls.
// The template source contains the token as a variable assignment, not as a literal in markup.
+ // V3.2 names the tool call block "function_calls", V4 names it "tool_calls".
if (src.find("dsml_token") != std::string::npos &&
- src.find("function_calls") != std::string::npos &&
- src.find("DSML") != std::string::npos) {
- LOG_DBG("Using specialized template: DeepSeek V3.2\n");
+ src.find("DSML") != std::string::npos &&
+ (src.find("function_calls") != std::string::npos ||
+ src.find("tool_calls") != std::string::npos)) {
+ LOG_DBG("Using specialized template: DeepSeek V3.2/V4\n");
return common_chat_params_init_deepseek_v3_2(tmpl, params);
}
@@ -2258,6 +3585,22 @@ std::optional<common_chat_params> common_chat_try_specialized_template(
return common_chat_params_init_gemma4(tmpl, params);
}
+ // MiniCPM5 - XML tool calls with <function name="..."><param name="...">...</param></function>
+ if (src.find("Tool usage guidelines:") != std::string::npos &&
+ src.find("<function name=\"") != std::string::npos &&
+ src.find("<param name=\"") != std::string::npos) {
+ LOG_DBG("Using specialized template: MiniCPM5\n");
+ return common_chat_params_init_minicpm5(tmpl, params);
+ }
+
+ // Qwen3-Coder XML tool calls, also used by Nemotron Nano 3, Qwen3.5 and StepFun-3.5-Flash
+ if (src.find("<tool_call>") != std::string::npos &&
+ src.find("<function=") != std::string::npos &&
+ src.find("<parameter=") != std::string::npos) {
+ LOG_DBG("Using specialized template: Qwen3-Coder\n");
+ return common_chat_params_init_qwen3_coder(tmpl, params);
+ }
+
return std::nullopt;
}
@@ -2269,7 +3612,16 @@ static common_chat_params common_chat_templates_apply_jinja(const struct common_
params.tools.is_array() && tmpls->template_tool_use ? *tmpls->template_tool_use : *tmpls->template_default;
const auto & src = tmpl.source();
const auto & caps = tmpl.original_caps();
- params.messages = render_message_to_json(inputs.messages, tmpl.original_caps());
+ std::vector<common_chat_msg> trimmed_messages;
+ const std::vector<common_chat_msg> * messages_to_render = &inputs.messages;
+ if (src.find("You have access to the following functions in JSONSchema format") != std::string::npos) {
+ // StepFun: trim message contents (including typed content parts) before rendering,
+ // otherwise leftover whitespace drives the model into reasoning loops (issue #24181)
+ trimmed_messages = inputs.messages;
+ workaround::trim_all_content(trimmed_messages);
+ messages_to_render = &trimmed_messages;
+ }
+ params.messages = render_message_to_json(*messages_to_render, tmpl.original_caps());
params.tool_choice = inputs.tool_choice;
params.reasoning_format = inputs.reasoning_format;
params.enable_thinking = inputs.enable_thinking;
@@ -2368,22 +3720,23 @@ static common_chat_params common_chat_templates_apply_jinja(const struct common_
autoparser.analyze_template(tmpl);
auto auto_params = autoparser::peg_generator::generate_parser(tmpl, params, autoparser);
- std::vector<common_chat_msg_delimiter> delimiters;
+ common_chat_msg_delimiters delimiters;
if (!autoparser.assistant_start.empty()) {
- delimiters.push_back({ "assistant", autoparser.assistant_start });
+ delimiters.add(COMMON_CHAT_ROLE_ASSISTANT, autoparser.assistant_start);
}
if (!autoparser.user_start.empty()) {
- delimiters.push_back({ "user", autoparser.user_start });
+ delimiters.add(COMMON_CHAT_ROLE_USER, autoparser.user_start);
}
- if (!delimiters.empty()) {
- auto_params.message_spans = common_chat_split_by_role(auto_params.prompt, delimiters);
- }
+ auto_params.message_delimiters = std::move(delimiters);
auto_params.supports_thinking = autoparser.reasoning.mode != autoparser::reasoning_mode::NONE;
if (auto_params.supports_thinking) {
auto_params.thinking_start_tag = trim_whitespace(autoparser.reasoning.start);
- auto_params.thinking_end_tag = trim_whitespace(autoparser.reasoning.end);
+ auto end_tag = trim_whitespace(autoparser.reasoning.end);
+ if (!end_tag.empty()) {
+ auto_params.thinking_end_tags = {std::move(end_tag)};
+ }
}
common_peg_arena arena;
arena.load(auto_params.parser);
@@ -2509,6 +3862,8 @@ common_chat_msg common_chat_peg_parse(const common_peg_arena & src_pars
std::unique_ptr<common_chat_peg_mapper> mapper;
if (params.format == COMMON_CHAT_FORMAT_PEG_GEMMA4) {
mapper = std::make_unique<common_chat_peg_gemma4_mapper>(msg);
+ } else if (params.format == COMMON_CHAT_FORMAT_PEG_MINIMAX_M3) {
+ mapper = std::make_unique<common_chat_peg_minimax_m3_mapper>(msg);
} else {
mapper = std::make_unique<common_chat_peg_mapper>(msg);
}
@@ -2520,8 +3875,9 @@ common_chat_msg common_chat_peg_parse(const common_peg_arena & src_pars
}
return msg;
}
- throw std::runtime_error(std::string("Failed to parse input at pos ") + std::to_string(result.end) + ": " +
- effective_input.substr(result.end));
+ LOG_WRN("%s: unparsed %s output: %s\n", __func__, common_chat_format_name(params.format), effective_input.substr(result.end).c_str());
+ LOG_DBG("%s: full %s output triggering error:\n=== BEGIN ===\n%s\n=== END ===\n", __func__, common_chat_format_name(params.format), effective_input.c_str());
+ throw std::runtime_error(std::string("The model produced output that does not match the expected ") + common_chat_format_name(params.format) + " format");
}
common_chat_msg msg;
@@ -2530,6 +3886,8 @@ common_chat_msg common_chat_peg_parse(const common_peg_arena & src_pars
std::unique_ptr<common_chat_peg_mapper> mapper;
if (params.format == COMMON_CHAT_FORMAT_PEG_GEMMA4) {
mapper = std::make_unique<common_chat_peg_gemma4_mapper>(msg);
+ } else if (params.format == COMMON_CHAT_FORMAT_PEG_MINIMAX_M3) {
+ mapper = std::make_unique<common_chat_peg_minimax_m3_mapper>(msg);
} else {
mapper = std::make_unique<common_chat_peg_mapper>(msg);
}
@@ -2549,5 +3907,9 @@ common_chat_msg common_chat_peg_parse(const common_peg_arena & src_pars
std::map<std::string, bool> common_chat_templates_get_caps(const common_chat_templates * chat_templates) {
GGML_ASSERT(chat_templates != nullptr);
GGML_ASSERT(chat_templates->template_default != nullptr);
+ if (chat_templates->template_tool_use != nullptr) {
+ // take the more expressive template when available
+ return chat_templates->template_tool_use->caps.to_map();
+ }
return chat_templates->template_default->caps.to_map();
}
diff --git a/common/chat.h b/common/chat.h
index 5659cd42a0..cb39e3458f 100644
--- a/common/chat.h
+++ b/common/chat.h
@@ -8,7 +8,7 @@
#include "jinja/runtime.h"
#include "jinja/caps.h"
-#include "nlohmann/json_fwd.hpp"
+#include "json.h"
#include <chrono>
#include <functional>
@@ -17,7 +17,6 @@
#include <vector>
using chat_template_caps = jinja::caps;
-using json = nlohmann::ordered_json;
struct common_chat_templates;
@@ -87,7 +86,7 @@ struct common_chat_msg {
std::string tool_name;
std::string tool_call_id;
- nlohmann::ordered_json to_json_oaicompat(bool concat_typed_text = false) const;
+ common_json to_json_oaicompat(bool concat_typed_text = false) const;
std::string render_content(const std::string & delimiter = "\n\n") const;
@@ -143,15 +142,75 @@ struct common_chat_msg_diff {
}
};
+enum common_chat_role {
+ COMMON_CHAT_ROLE_UNKNOWN,
+ COMMON_CHAT_ROLE_SYSTEM,
+ COMMON_CHAT_ROLE_ASSISTANT,
+ COMMON_CHAT_ROLE_USER,
+ COMMON_CHAT_ROLE_TOOL
+};
+
+common_chat_role common_chat_role_from_string(const std::string & role);
+const char * common_chat_role_to_string(common_chat_role role);
+
struct common_chat_msg_span {
- std::string role;
+ common_chat_role role = COMMON_CHAT_ROLE_UNKNOWN;
std::size_t pos = 0;
std::size_t len = 0;
+
+ bool valid() const {
+ return role != COMMON_CHAT_ROLE_UNKNOWN;
+ }
+};
+
+struct common_chat_msg_spans {
+ std::vector<common_chat_msg_span> spans;
+
+ void add(common_chat_role role, size_t pos, size_t len) {
+ spans.push_back({ role, pos, len });
+ }
+
+ bool is_user_start(int32_t pos) const {
+ for (auto it = spans.begin(); it != spans.end(); ++it) {
+ if (it->role == COMMON_CHAT_ROLE_USER && pos == (int32_t) it->pos) {
+ return true;
+ }
+ }
+ return false;
+ }
+
+ int32_t last_user_message_pos() const {
+ for (auto it = spans.rbegin(); it != spans.rend(); ++it) {
+ if (it->role == COMMON_CHAT_ROLE_USER) {
+ return (int32_t) it->pos;
+ }
+ }
+ return -1;
+ }
};
struct common_chat_msg_delimiter {
- std::string role;
- std::string delimiter;
+ common_chat_role role = COMMON_CHAT_ROLE_UNKNOWN;
+ std::string delimiter;
+ llama_tokens tokens = {};
+};
+
+struct common_chat_msg_delimiters {
+ std::vector<common_chat_msg_delimiter> delimiters;
+
+ common_chat_msg_delimiters() = default;
+ common_chat_msg_delimiters(std::initializer_list<common_chat_msg_delimiter> delims) : delimiters(delims) {}
+
+ void add(common_chat_role role, const std::string & delimiter) {
+ delimiters.push_back({ role, delimiter });
+ }
+
+ void tokenize(const llama_vocab * vocab);
+
+ // split tokens into message spans. skips maps a start index to a length of a region to jump over without matching
+ common_chat_msg_spans split(const llama_tokens & tokens, const std::map<size_t, size_t> & skips = {}) const;
+
+ common_json to_json() const;
};
struct common_chat_tool {
@@ -173,6 +232,7 @@ enum common_chat_format {
COMMON_CHAT_FORMAT_PEG_SIMPLE,
COMMON_CHAT_FORMAT_PEG_NATIVE,
COMMON_CHAT_FORMAT_PEG_GEMMA4,
+ COMMON_CHAT_FORMAT_PEG_MINIMAX_M3,
COMMON_CHAT_FORMAT_COUNT, // Not a format, just the # formats
};
@@ -214,12 +274,12 @@ struct common_chat_params {
std::string generation_prompt;
bool supports_thinking = false;
std::string thinking_start_tag; // e.g., "<think>"
- std::string thinking_end_tag; // e.g., "</think>"
+ std::vector<std::string> thinking_end_tags; // e.g., "</think>"
std::vector<common_grammar_trigger> grammar_triggers;
std::vector<std::string> preserved_tokens;
std::vector<std::string> additional_stops;
std::string parser;
- std::vector<common_chat_msg_span> message_spans;
+ common_chat_msg_delimiters message_delimiters;
};
// per-message parsing syntax
@@ -289,16 +349,16 @@ common_chat_tool_choice common_chat_tool_choice_parse_oaicompat(const std::strin
bool common_chat_templates_support_enable_thinking(const common_chat_templates * chat_templates);
// Parses a JSON array of messages in OpenAI's chat completion API format.
-std::vector<common_chat_msg> common_chat_msgs_parse_oaicompat(const nlohmann::ordered_json & messages);
+std::vector<common_chat_msg> common_chat_msgs_parse_oaicompat(const common_json & messages);
-std::vector<common_chat_tool> common_chat_tools_parse_oaicompat(const nlohmann::ordered_json & tools);
+std::vector<common_chat_tool> common_chat_tools_parse_oaicompat(const common_json & tools);
-common_chat_continuation common_chat_continuation_parse(const nlohmann::ordered_json & value);
+common_chat_continuation common_chat_continuation_parse(const common_json & value);
// DEPRECATED: only used in tests
-nlohmann::ordered_json common_chat_msgs_to_json_oaicompat(const std::vector<common_chat_msg> & msgs, bool concat_typed_text = false);
+common_json common_chat_msgs_to_json_oaicompat(const std::vector<common_chat_msg> & msgs, bool concat_typed_text = false);
-nlohmann::ordered_json common_chat_tools_to_json_oaicompat(const std::vector<common_chat_tool> & tools);
+common_json common_chat_tools_to_json_oaicompat(const std::vector<common_chat_tool> & tools);
// get template caps, useful for reporting to server /props endpoint
std::map<std::string, bool> common_chat_templates_get_caps(const common_chat_templates * chat_templates);
@@ -325,5 +385,4 @@ struct common_chat_prompt_preset {
common_chat_prompt_preset common_chat_get_asr_prompt(const common_chat_templates * chat_templates);
-std::vector<common_chat_msg_span> common_chat_split_by_role(const std::string & prompt, const std::vector<common_chat_msg_delimiter> & delims);
-
+common_chat_msg_delimiters common_chat_msg_delimiters_parse(const common_json & delimiters);
diff --git a/common/common.cpp b/common/common.cpp
index b01772e1cb..3d54bd6002 100644
--- a/common/common.cpp
+++ b/common/common.cpp
@@ -55,6 +55,10 @@
#include <pwd.h>
#endif
+#if defined(_AIX)
+#include <sys/systemcfg.h>
+#endif
+
#if defined(_MSC_VER)
#pragma warning(disable: 4244 4267) // possible loss of data
#endif
@@ -72,7 +76,16 @@ common_time_meas::~common_time_meas() {
//
int32_t common_cpu_get_num_physical_cores() {
-#ifdef __linux__
+#if defined(_AIX)
+ int32_t logical_cpus = _system_configuration.ncpus;
+ int32_t smt_threads = _system_configuration.smt_threads;
+ if (smt_threads > 0) {
+ return static_cast<int32_t>(logical_cpus / smt_threads);
+ }
+ if (logical_cpus > 0) {
+ return static_cast<int32_t>(logical_cpus);
+ }
+#elif defined(__linux__)
// enumerate the set of thread siblings, num entries is num cores
std::unordered_set<std::string> siblings;
for (uint32_t cpu=0; cpu < UINT32_MAX; ++cpu) {
@@ -202,6 +215,14 @@ int32_t common_cpu_get_num_math() {
}
}
}
+#elif defined(__powerpc64__) || defined(__powerpc__)
+ int32_t smt_factor = 1;
+ int phy_cpus = common_cpu_get_num_physical_cores();
+ int logical_cpus = sysconf(_SC_NPROCESSORS_ONLN);
+ if (phy_cpus > 0 && logical_cpus > phy_cpus) {
+ smt_factor = logical_cpus / phy_cpus;
+ }
+ return phy_cpus * std::min(smt_factor, 2);
#endif
return common_cpu_get_num_physical_cores();
}
@@ -225,7 +246,7 @@ bool set_process_priority(enum ggml_sched_priority prio) {
}
if (!SetPriorityClass(GetCurrentProcess(), p)) {
- LOG_WRN("failed to set process priority class %d : (%d)\n", prio, (int) GetLastError());
+ COM_WRN("failed to set process priority class %d : (%d)\n", prio, (int) GetLastError());
return false;
}
@@ -251,7 +272,7 @@ bool set_process_priority(enum ggml_sched_priority prio) {
}
if (setpriority(PRIO_PROCESS, 0, p) != 0) {
- LOG_WRN("failed to set process priority %d : %s (%d)\n", prio, strerror(errno), errno);
+ COM_WRN("failed to set process priority %d : %s (%d)\n", prio, strerror(errno), errno);
return false;
}
return true;
@@ -284,14 +305,14 @@ void postprocess_cpu_params(common_cpu_params & cpuparams, const common_cpu_para
if (n_set && n_set < cpuparams.n_threads) {
// Not enough set bits, may experience performance issues.
- LOG_WRN("Not enough set bits in CPU mask (%d) to satisfy requested thread count: %d\n", n_set, cpuparams.n_threads);
+ COM_WRN("Not enough set bits in CPU mask (%d) to satisfy requested thread count: %d\n", n_set, cpuparams.n_threads);
}
}
bool parse_cpu_range(const std::string & range, bool (&boolmask)[GGML_MAX_N_THREADS]) {
size_t dash_loc = range.find('-');
if (dash_loc == std::string::npos) {
- LOG_ERR("Format of CPU range is invalid! Expected [<start>]-[<end>].\n");
+ COM_ERR("%s", "Format of CPU range is invalid! Expected [<start>]-[<end>].\n");
return false;
}
@@ -303,7 +324,7 @@ bool parse_cpu_range(const std::string & range, bool (&boolmask)[GGML_MAX_N_THRE
} else {
start_i = std::stoull(range.substr(0, dash_loc));
if (start_i >= GGML_MAX_N_THREADS) {
- LOG_ERR("Start index out of bounds!\n");
+ COM_ERR("%s", "Start index out of bounds!\n");
return false;
}
}
@@ -313,7 +334,7 @@ bool parse_cpu_range(const std::string & range, bool (&boolmask)[GGML_MAX_N_THRE
} else {
end_i = std::stoull(range.substr(dash_loc + 1));
if (end_i >= GGML_MAX_N_THREADS) {
- LOG_ERR("End index out of bounds!\n");
+ COM_ERR("%s", "End index out of bounds!\n");
return false;
}
}
@@ -333,7 +354,7 @@ bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREAD
}
size_t num_digits = mask.length() - start_i;
- if (num_digits > 128) num_digits = 128;
+ num_digits = std::min<size_t>(num_digits, 128);
size_t end_i = num_digits + start_i;
@@ -348,7 +369,7 @@ bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREAD
} else if (c >= 'A' && c <= 'F') {
id -= 'A' - 10;
} else {
- LOG_ERR("Invalid hex character '%c' at position %d\n", c, int32_t(i));
+ COM_ERR("Invalid hex character '%c' at position %d\n", c, int32_t(i));
return false;
}
@@ -379,21 +400,22 @@ void common_params_print_info(const common_params & params, bool print_devices)
#else
const char * build_type = " (debug)";
#endif
- LOG_TRC("%s: build %d (%s) with %s for %s%s\n", __func__, llama_build_number(), llama_commit(), llama_compiler(), llama_build_target(), build_type);
+ COM_TRC("%s: build %d (%s) with %s for %s%s\n", __func__, llama_build_number(), llama_commit(), llama_compiler(), llama_build_target(), build_type);
- LOG_INF("log_info: verbosity = %d (adjust with the `-lv N` CLI arg)\n", common_log_get_verbosity_thold());
+ const int verbosity = common_log_get_verbosity_thold();
+ COM_INF("%s: verbosity = %d (adjust with the `-lv N` CLI arg)\n", __func__, verbosity);
// device enumeration creates a primary context on CUDA backends, skip it when the caller does not own any device
- if (print_devices) {
- LOG_INF("device_info:\n");
+ if (print_devices && verbosity >= LOG_LEVEL_TRACE) {
+ COM_TRC("%s", "device_info:\n");
for (size_t i = 0; i < ggml_backend_dev_count(); ++i) {
auto * dev = ggml_backend_dev_get(i);
size_t free, total;
ggml_backend_dev_memory(dev, &free, &total);
- LOG_INF(" - %-8s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024);
+ COM_TRC(" - %-8s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev), total / 1024 / 1024, free / 1024 / 1024);
}
}
- LOG_INF("%s\n", common_params_get_system_info(params).c_str());
+ COM_TRC("%s\n", common_params_get_system_info(params).c_str());
}
std::string common_params_get_system_info(const common_params & params) {
@@ -660,7 +682,7 @@ void string_process_escapes(std::string & input) {
bool string_parse_kv_override(const char * data, std::vector<llama_model_kv_override> & overrides) {
const char * sep = strchr(data, '=');
if (sep == nullptr || sep - data >= 128) {
- LOG_ERR("%s: malformed KV override '%s'\n", __func__, data);
+ COM_ERR("%s: malformed KV override '%s'\n", __func__, data);
return false;
}
llama_model_kv_override kvo;
@@ -683,20 +705,20 @@ bool string_parse_kv_override(const char * data, std::vector<llama_model_kv_over
} else if (std::strcmp(sep, "false") == 0) {
kvo.val_bool = false;
} else {
- LOG_ERR("%s: invalid boolean value for KV override '%s'\n", __func__, data);
+ COM_ERR("%s: invalid boolean value for KV override '%s'\n", __func__, data);
return false;
}
} else if (strncmp(sep, "str:", 4) == 0) {
sep += 4;
kvo.tag = LLAMA_KV_OVERRIDE_TYPE_STR;
if (strlen(sep) > 127) {
- LOG_ERR("%s: malformed KV override '%s', value cannot exceed 127 chars\n", __func__, data);
+ COM_ERR("%s: malformed KV override '%s', value cannot exceed 127 chars\n", __func__, data);
return false;
}
strncpy(kvo.val_str, sep, 127);
kvo.val_str[127] = '\0';
} else {
- LOG_ERR("%s: invalid type for KV override '%s'\n", __func__, data);
+ COM_ERR("%s: invalid type for KV override '%s'\n", __func__, data);
return false;
}
overrides.emplace_back(std::move(kvo));
@@ -977,24 +999,42 @@ bool fs_is_directory(const std::string & path) {
return std::filesystem::exists(dir) && std::filesystem::is_directory(dir);
}
+std::string common_get_env(const std::string & name) {
+ const char * value = std::getenv(name.c_str());
+ return value == nullptr ? "" : value;
+}
+
+void common_set_env(const std::string & name, const std::string & value) {
+#if defined(_WIN32)
+ _putenv_s(name.c_str(), value.c_str());
+#else
+ if (value.empty()) {
+ unsetenv(name.c_str());
+ } else {
+ setenv(name.c_str(), value.c_str(), 1);
+ }
+#endif
+}
+
std::string fs_get_cache_directory() {
std::string cache_directory = "";
auto ensure_trailing_slash = [](std::string p) {
// Make sure to add trailing slash
- if (p.back() != DIRECTORY_SEPARATOR) {
+ if (p.empty() || p.back() != DIRECTORY_SEPARATOR) {
p += DIRECTORY_SEPARATOR;
}
return p;
};
- if (getenv("LLAMA_CACHE")) {
- cache_directory = std::getenv("LLAMA_CACHE");
- } else {
+ cache_directory = common_get_env("LLAMA_CACHE");
+ if (cache_directory.empty()) {
#if defined(__linux__) || defined(__FreeBSD__) || defined(_AIX) || \
defined(__OpenBSD__) || defined(__NetBSD__)
- if (std::getenv("XDG_CACHE_HOME")) {
- cache_directory = std::getenv("XDG_CACHE_HOME");
- } else if (std::getenv("HOME")) {
- cache_directory = std::getenv("HOME") + std::string("/.cache/");
+ const std::string xdg_cache_home = common_get_env("XDG_CACHE_HOME");
+ const std::string home = common_get_env("HOME");
+ if (!xdg_cache_home.empty()) {
+ cache_directory = xdg_cache_home;
+ } else if (!home.empty()) {
+ cache_directory = home + "/.cache/";
} else {
#if defined(__linux__)
/* no $HOME is defined, fallback to getpwuid */
@@ -1009,9 +1049,16 @@ std::string fs_get_cache_directory() {
#endif /* defined(__linux__) */
}
#elif defined(__APPLE__)
- cache_directory = std::getenv("HOME") + std::string("/Library/Caches/");
+ cache_directory = common_get_env("HOME");
+ if (cache_directory.empty()) {
+ throw std::runtime_error("Failed to find $HOME directory");
+ }
+ cache_directory += "/Library/Caches/";
#elif defined(_WIN32)
- cache_directory = std::getenv("LOCALAPPDATA");
+ cache_directory = common_get_env("LOCALAPPDATA");
+ if (cache_directory.empty()) {
+ throw std::runtime_error("Failed to find %LOCALAPPDATA% directory");
+ }
#elif defined(__EMSCRIPTEN__)
GGML_ABORT("not implemented on this platform");
#else
@@ -1023,6 +1070,51 @@ std::string fs_get_cache_directory() {
return ensure_trailing_slash(cache_directory);
}
+std::string fs_get_config_directory() {
+ std::string config_directory = "";
+ auto ensure_trailing_slash = [](std::string p) {
+ if (p.empty() || p.back() != DIRECTORY_SEPARATOR) {
+ p += DIRECTORY_SEPARATOR;
+ }
+ return p;
+ };
+#if defined(__linux__) || defined(__FreeBSD__) || defined(_AIX) || \
+ defined(__OpenBSD__) || defined(__NetBSD__) || defined(__APPLE__)
+ const std::string xdg_config_home = common_get_env("XDG_CONFIG_HOME");
+ const std::string home = common_get_env("HOME");
+ if (!xdg_config_home.empty()) {
+ config_directory = xdg_config_home;
+ } else if (!home.empty()) {
+ config_directory = home + "/.config/";
+ } else {
+#if defined(__linux__)
+ /* no $HOME is defined, fallback to getpwuid */
+ struct passwd *pw = getpwuid(getuid());
+ if ((!pw) || (!pw->pw_dir)) {
+ throw std::runtime_error("Failed to find $HOME directory");
+ }
+
+ config_directory = std::string(pw->pw_dir) + std::string("/.config/");
+#else
+ throw std::runtime_error("Failed to find $HOME directory");
+#endif
+ }
+#elif defined(_WIN32)
+ config_directory = common_get_env("APPDATA");
+ if (config_directory.empty()) {
+ throw std::runtime_error("Failed to find %APPDATA% directory");
+ }
+#elif defined(__EMSCRIPTEN__)
+ // caller decides what to do when there is no config directory
+ throw std::runtime_error("not implemented on this platform");
+#else
+# error Unknown architecture
+#endif
+ config_directory = ensure_trailing_slash(config_directory);
+ config_directory += "llama.cpp";
+ return ensure_trailing_slash(config_directory);
+}
+
std::string fs_get_cache_file(const std::string & filename) {
GGML_ASSERT(filename.find(DIRECTORY_SEPARATOR) == std::string::npos);
std::string cache_directory = fs_get_cache_directory();
@@ -1074,6 +1166,18 @@ std::vector<common_file_info> fs_list(const std::string & path, bool include_dir
return files;
}
+std::ifstream fs_open_ifstream(const std::string & fname, std::ios_base::openmode mode) {
+#ifdef _WIN32
+ int wlen = MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, NULL, 0);
+ if (!wlen) { return std::ifstream(); }
+ std::vector<wchar_t> wfname(wlen);
+ (void)MultiByteToWideChar(CP_UTF8, 0, fname.c_str(), -1, wfname.data(), wlen);
+ return std::ifstream(wfname.data(), mode);
+#else
+ return std::ifstream(fname, mode);
+#endif
+}
+
//
// TTY utils
//
@@ -1172,6 +1276,8 @@ struct common_init_result::impl {
// note: the order in which model, context, etc. are declared matters because their destructors will be called bottom-to-top
+ common_threadpools threadpools;
+
llama_model_ptr model;
llama_context_ptr context;
@@ -1187,13 +1293,36 @@ common_init_result::common_init_result(common_params & params, bool model_only)
auto cparams = common_context_params_to_llama(params);
if (params.fit_params) {
- LOG_INF("%s: fitting params to device memory ...\n", __func__);
- LOG_INF("%s: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on)\n", __func__);
+ COM_TRC("%s", "fitting params to device memory ...\n");
+ COM_TRC("%s", "(for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on)\n");
+
+ // the draft context is created from the same base params and follows the main context, fit both together
+ const bool has_draft = params.speculative.has_dft();
+ const bool spec_mtp = std::find(params.speculative.types.begin(), params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
+
+ common_params params_dft = common_base_params_to_speculative(params);
+
+ auto mparams_dft = common_model_params_to_llama(params_dft);
+ auto cparams_dft = common_context_params_to_llama(params_dft);
+ if (spec_mtp) {
+ cparams_dft.ctx_type = LLAMA_CONTEXT_TYPE_MTP;
+ }
+ cparams_dft.n_rs_seq = 0;
+
+ const common_fit_extra_model extra = {
+ /*.path_model =*/ params_dft.model.path.c_str(),
+ /*.mparams =*/ &mparams_dft,
+ /*.cparams =*/ &cparams_dft,
+ /*.shares_model =*/ !has_draft, // an MTP context runs on the weights of the main model
+ };
+
common_fit_params(params.model.path.c_str(), &mparams, &cparams,
params.tensor_split,
params.tensor_buft_overrides.data(),
params.fit_params_target.data(),
params.fit_params_min_ctx,
+ has_draft || spec_mtp ? &extra : nullptr,
params.verbosity >= LOG_LEVEL_DEBUG ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_ERROR);
}
@@ -1215,8 +1344,7 @@ common_init_result::common_init_result(common_params & params, bool model_only)
llama_adapter_lora_ptr lora;
lora.reset(llama_adapter_lora_init(model, la.path.c_str()));
if (lora == nullptr) {
- LOG_ERR("%s: failed to load lora adapter '%s'\n", __func__, la.path.c_str());
- pimpl->model.reset(model);
+ COM_ERR("failed to load lora adapter '%s'\n", la.path.c_str());
return;
}
@@ -1234,14 +1362,14 @@ common_init_result::common_init_result(common_params & params, bool model_only)
common_init_sampler_from_model(model, params.sampling);
if (params.sampling.ignore_eos && llama_vocab_eos(vocab) == LLAMA_TOKEN_NULL) {
- LOG_WRN("%s: warning: vocab does not have an EOS token, ignoring --ignore-eos\n", __func__);
+ COM_WRN("%s", "vocab does not have an EOS token, ignoring --ignore-eos\n");
params.sampling.ignore_eos = false;
}
// initialize once
for (llama_token i = 0; i < llama_vocab_n_tokens(vocab); i++) {
if (llama_vocab_is_eog(vocab, i)) {
- LOG_TRC("%s: added %s logit bias = %f\n", __func__, common_token_to_piece(vocab, i).c_str(), -INFINITY);
+ COM_TRC("added %s logit bias = %f\n", common_token_to_piece(vocab, i).c_str(), -INFINITY);
params.sampling.logit_bias_eog.push_back({i, -INFINITY});
}
}
@@ -1253,16 +1381,6 @@ common_init_result::common_init_result(common_params & params, bool model_only)
params.sampling.logit_bias_eog.begin(), params.sampling.logit_bias_eog.end());
}
- //if (params.sampling.penalty_last_n == -1) {
- // LOG_TRC("%s: setting penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
- // params.sampling.penalty_last_n = llama_n_ctx(lctx);
- //}
-
- //if (params.sampling.dry_penalty_last_n == -1) {
- // LOG_TRC("%s: setting dry_penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
- // params.sampling.dry_penalty_last_n = llama_n_ctx(lctx);
- //}
-
// init the backend samplers as part of the context creation
pimpl->samplers.resize(cparams.n_seq_max);
pimpl->samplers_seq_config.resize(cparams.n_seq_max);
@@ -1279,11 +1397,15 @@ common_init_result::common_init_result(common_params & params, bool model_only)
llama_context * lctx = llama_init_from_model(model, cparams);
if (lctx == NULL) {
- LOG_ERR("%s: failed to create context with model '%s'\n", __func__, params.model.path.c_str());
+ COM_ERR("failed to create context with model '%s'\n", params.model.path.c_str());
return;
}
pimpl->context.reset(lctx);
+
+ set_process_priority(params.cpuparams.priority);
+
+ pimpl->threadpools.init(lctx, params);
}
llama_model * common_init_result::model() {
@@ -1316,7 +1438,7 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
llama_model * model = res->model();
if (model == NULL) {
- LOG_ERR("%s: failed to load model '%s'\n", __func__, params.model.path.c_str());
+ COM_ERR("failed to load model '%s'\n", params.model.path.c_str());
return res;
}
@@ -1326,14 +1448,14 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
llama_context * lctx = res->context();
if (lctx == NULL) {
- LOG_ERR("%s: failed to create context with model '%s'\n", __func__, params.model.path.c_str());
+ COM_ERR("failed to create context with model '%s'\n", params.model.path.c_str());
return res;
}
const llama_vocab * vocab = llama_model_get_vocab(model);
if (params.ctx_shift && !llama_memory_can_shift(llama_get_memory(lctx))) {
- LOG_WRN("%s: KV cache shifting is not supported for this context, disabling KV cache shifting\n", __func__);
+ COM_WRN("%s", "KV cache shifting is not supported for this context, disabling KV cache shifting\n");
params.ctx_shift = false;
}
@@ -1362,7 +1484,7 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
bool ok = true;
if (llama_vocab_bos(vocab) == LLAMA_TOKEN_NULL) {
- LOG_WRN("%s: warning: vocab does not have a BOS token, reranking will not work\n", __func__);
+ COM_WRN("%s", "vocab does not have a BOS token, reranking will not work\n");
ok = false;
}
@@ -1371,10 +1493,10 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
bool has_rerank_prompt = llama_model_chat_template(model, "rerank") != NULL;
if (!has_eos && !has_sep && !has_rerank_prompt) {
- LOG_WRN("%s: warning: vocab does not have an EOS token, SEP token, or rerank prompt. Reranking will not work\n", __func__);
+ COM_WRN("%s", "vocab does not have an EOS token, SEP token, or rerank prompt. Reranking will not work\n");
ok = false;
} else if (!has_eos) {
- LOG_WRN("%s: warning: vocab does not have an EOS token, using SEP token as fallback\n", __func__);
+ COM_WRN("%s", "vocab does not have an EOS token, using SEP token as fallback\n");
}
if (!ok) {
@@ -1387,7 +1509,7 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
}
if (params.warmup) {
- LOG_INF("%s: warming up the model with an empty run - please wait ... (--no-warmup to disable)\n", __func__);
+ COM_TRC("%s", "warming up the model with an empty run - please wait ... (--no-warmup to disable)\n");
std::vector<llama_token> tmp;
llama_token bos = llama_vocab_bos(vocab);
@@ -1430,18 +1552,32 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
common_init_result::~common_init_result() = default;
std::string common_get_model_endpoint() {
- const char * model_endpoint_env = getenv("MODEL_ENDPOINT");
- // We still respect the use of environment-variable "HF_ENDPOINT" for backward-compatibility.
- const char * hf_endpoint_env = getenv("HF_ENDPOINT");
- const char * endpoint_env = model_endpoint_env ? model_endpoint_env : hf_endpoint_env;
- std::string model_endpoint = "https://huggingface.co/";
- if (endpoint_env) {
- model_endpoint = endpoint_env;
- if (model_endpoint.back() != '/') {
- model_endpoint += '/';
- }
+ std::string endpoint = common_get_env("MODEL_ENDPOINT");
+ if (endpoint.empty()) {
+ // the HF_ENDPOINT variable is respected for backward compatibility
+ endpoint = common_get_env("HF_ENDPOINT");
}
- return model_endpoint;
+ if (endpoint.empty()) {
+ return "https://huggingface.co/";
+ }
+ if (endpoint.back() != '/') {
+ endpoint += '/';
+ }
+ return endpoint;
+}
+
+char * common_get_model_or_exit(int argc, char * argv[]) {
+ if (argc > 1) {
+ return argv[1];
+ }
+
+ char * path = getenv("LLAMACPP_TEST_MODELFILE");
+ if (!path || strlen(path) == 0) {
+ fprintf(stderr, "\033[33mWARNING: No model file provided. Skipping this test. Set LLAMACPP_TEST_MODELFILE=<gguf_model_path> to silence this warning and run this test.\n\033[0m");
+ exit(EXIT_SUCCESS);
+ }
+
+ return path;
}
common_context_seq_rm_type common_context_can_seq_rm(llama_context * ctx) {
@@ -1461,20 +1597,20 @@ common_context_seq_rm_type common_context_can_seq_rm(llama_context * ctx) {
int ret = llama_decode(ctx, llama_batch_get_one(tmp.data(), tmp.size()));
if (ret != 0) {
- LOG_ERR("%s: llama_decode() failed: %d\n", __func__, ret);
+ COM_ERR("llama_decode() failed: %d\n", ret);
res = COMMON_CONTEXT_SEQ_RM_TYPE_NO;
goto done;
}
if (llama_n_rs_seq(ctx) > 0) {
- LOG_INF("%s: the context supports bounded partial sequence removal\n", __func__);
+ COM_TRC("%s", "the context supports bounded partial sequence removal\n");
res = COMMON_CONTEXT_SEQ_RM_TYPE_RS;
goto done;
}
// try to remove the last tokens
if (!llama_memory_seq_rm(mem, 0, 1, -1)) {
- LOG_TRC("%s: the context does not support partial sequence removal\n", __func__);
+ COM_TRC("%s", "the context does not support partial sequence removal\n");
res = COMMON_CONTEXT_SEQ_RM_TYPE_FULL;
goto done;
}
@@ -1486,23 +1622,49 @@ done:
return res;
}
-void common_context_seq_rm(llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
+static void common_context_seq_rm(llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
auto * mem = llama_get_memory(ctx);
if (!llama_memory_seq_rm(mem, seq_id, p0, p1)) {
GGML_ABORT("%s", string_format("failed to remove sequence %d with p0=%d, p1=%d\n", seq_id, p0, p1).c_str());
}
}
-void common_context_seq_cp(llama_context * ctx, llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) {
+static void common_context_seq_cp(llama_context * ctx, llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) {
auto * mem = llama_get_memory(ctx);
llama_memory_seq_cp(mem, seq_id_src, seq_id_dst, p0, p1);
}
-void common_context_seq_add(llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) {
+static void common_context_seq_add(llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) {
auto * mem = llama_get_memory(ctx);
llama_memory_seq_add(mem, seq_id, p0, p1, delta);
}
+void common_memory::init(llama_context * ctx_tgt, llama_context * ctx_dft) {
+ this->ctx_tgt = ctx_tgt;
+ this->ctx_dft = ctx_dft;
+}
+
+void common_memory::seq_rm(llama_seq_id seq_id, llama_pos p0, llama_pos p1) const {
+ common_context_seq_rm(ctx_tgt, seq_id, p0, p1);
+ if (ctx_dft) {
+ common_context_seq_rm(ctx_dft, seq_id, p0, p1);
+ }
+}
+
+void common_memory::seq_cp(llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) const {
+ common_context_seq_cp(ctx_tgt, seq_id_src, seq_id_dst, p0, p1);
+ if (ctx_dft) {
+ common_context_seq_cp(ctx_dft, seq_id_src, seq_id_dst, p0, p1);
+ }
+}
+
+void common_memory::seq_add(llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) const {
+ common_context_seq_add(ctx_tgt, seq_id, p0, p1, delta);
+ if (ctx_dft) {
+ common_context_seq_add(ctx_dft, seq_id, p0, p1, delta);
+ }
+}
+
void common_set_adapter_lora(struct llama_context * ctx, std::vector<common_adapter_lora_info> & lora) {
std::vector<llama_adapter_lora *> loras;
std::vector<float> scales;
@@ -1525,10 +1687,8 @@ struct llama_model_params common_model_params_to_llama(common_params & params) {
mparams.n_gpu_layers = params.n_gpu_layers;
mparams.main_gpu = params.main_gpu;
mparams.split_mode = params.split_mode;
+ mparams.load_mode = params.load_mode;
mparams.tensor_split = params.tensor_split;
- mparams.use_mmap = params.use_mmap;
- mparams.use_direct_io = params.use_direct_io;
- mparams.use_mlock = params.use_mlock;
mparams.check_tensors = params.check_tensors;
mparams.use_extra_bufts = !params.no_extra_bufts;
mparams.no_host = params.no_host;
@@ -1550,6 +1710,7 @@ struct llama_model_params common_model_params_to_llama(common_params & params) {
mparams.progress_callback = params.load_progress_callback;
mparams.progress_callback_user_data = params.load_progress_callback_user_data;
mparams.no_alloc = params.no_alloc;
+ mparams.load_mtp = std::find(params.speculative.types.begin(), params.speculative.types.end(), COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
return mparams;
}
@@ -1561,6 +1722,7 @@ struct llama_context_params common_context_params_to_llama(const common_params &
cparams.n_seq_max = params.n_parallel;
cparams.n_rs_seq = params.speculative.need_n_rs_seq();
cparams.n_outputs_max = std::max(params.n_outputs_max, 0);
+ cparams.n_outputs_max_per_seq = std::max(params.n_outputs_max_per_seq, 0);
cparams.n_batch = params.n_batch;
cparams.n_ubatch = params.n_ubatch;
cparams.n_threads = params.cpuparams.n_threads;
@@ -1592,6 +1754,10 @@ struct llama_context_params common_context_params_to_llama(const common_params &
return cparams;
}
+//
+// Threadpool utils
+//
+
struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const common_cpu_params & params) {
struct ggml_threadpool_params tpp;
@@ -1608,6 +1774,58 @@ struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const commo
return tpp;
}
+common_threadpools::~common_threadpools() {
+ if (!free_fn) {
+ return;
+ }
+ free_fn(threadpool);
+ free_fn(threadpool_batch);
+}
+
+void common_threadpools::init(llama_context * ctx, const common_params & params) {
+ GGML_ASSERT(!threadpool);
+ GGML_ASSERT(!threadpool_batch);
+
+ COM_INF("llama threadpool init, n_threads = %d\n", (int) params.cpuparams.n_threads);
+
+ auto * cpu_dev = ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU);
+ if (!cpu_dev) {
+ COM_WRN("%s", "no CPU backend found\n");
+ return;
+ }
+ auto * reg = ggml_backend_dev_backend_reg(cpu_dev);
+ auto * ggml_threadpool_new_fn = (decltype(ggml_threadpool_new) *) ggml_backend_reg_get_proc_address(reg, "ggml_threadpool_new");
+ free_fn = (decltype(ggml_threadpool_free) *) ggml_backend_reg_get_proc_address(reg, "ggml_threadpool_free");
+
+ struct ggml_threadpool_params tpp_batch =
+ ggml_threadpool_params_from_cpu_params(params.cpuparams_batch);
+ struct ggml_threadpool_params tpp =
+ ggml_threadpool_params_from_cpu_params(params.cpuparams);
+
+ // each pool needs to match the respective n_threads exactly
+ // see: https://github.com/ggml-org/llama.cpp/pull/27138#issuecomment-5332307332
+ if (!ggml_threadpool_params_match(&tpp, &tpp_batch)) {
+ threadpool_batch = ggml_threadpool_new_fn(&tpp_batch);
+ if (!threadpool_batch) {
+ COM_WRN("batch threadpool create failed : n_threads %d\n", tpp_batch.n_threads);
+ return;
+ }
+
+ // start the non-batch threadpool in the paused state
+ tpp.paused = true;
+ }
+
+ threadpool = ggml_threadpool_new_fn(&tpp);
+ if (!threadpool) {
+ COM_WRN("threadpool create failed : n_threads %d\n", tpp.n_threads);
+ free_fn(threadpool_batch);
+ threadpool_batch = nullptr;
+ return;
+ }
+
+ llama_attach_threadpool(ctx, threadpool, threadpool_batch);
+}
+
//
// Batch utils
//
@@ -1791,13 +2009,13 @@ static common_control_vector_data common_control_vector_load_one(const common_co
};
struct gguf_context * ctx_gguf = gguf_init_from_file(load_info.fname.c_str(), meta_gguf_params);
if (!ctx_gguf) {
- LOG_ERR("%s: failed to load control vector file from %s\n", __func__, load_info.fname.c_str());
+ COM_ERR("failed to load control vector file from %s\n", load_info.fname.c_str());
return result;
}
int32_t n_tensors = gguf_get_n_tensors(ctx_gguf);
if (n_tensors == 0) {
- LOG_WRN("%s: no direction tensors found in %s\n", __func__, load_info.fname.c_str());
+ COM_WRN("no direction tensors found in %s\n", load_info.fname.c_str());
}
for (int i = 0; i < n_tensors; i++) {
@@ -1815,23 +2033,23 @@ static common_control_vector_data common_control_vector_load_one(const common_co
}
}
if (layer_idx < 0) {
- LOG_ERR("%s: invalid/unparsable direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
+ COM_ERR("invalid/unparsable direction tensor layer index in %s\n", load_info.fname.c_str());
result.n_embd = -1;
break;
} else if (layer_idx == 0) {
- LOG_ERR("%s: invalid (zero) direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
+ COM_ERR("invalid (zero) direction tensor layer index in %s\n", load_info.fname.c_str());
result.n_embd = -1;
break;
}
struct ggml_tensor * tensor = ggml_get_tensor(ctx, name.c_str());
if (tensor->type != GGML_TYPE_F32) {
- LOG_ERR("%s: invalid (non-F32) direction tensor type in %s\n", __func__, load_info.fname.c_str());
+ COM_ERR("invalid (non-F32) direction tensor type in %s\n", load_info.fname.c_str());
result.n_embd = -1;
break;
}
if (ggml_n_dims(tensor) != 1) {
- LOG_ERR("%s: invalid (non-1D) direction tensor shape in %s\n", __func__, load_info.fname.c_str());
+ COM_ERR("invalid (non-1D) direction tensor shape in %s\n", load_info.fname.c_str());
result.n_embd = -1;
break;
}
@@ -1839,7 +2057,7 @@ static common_control_vector_data common_control_vector_load_one(const common_co
if (result.n_embd == -1) {
result.n_embd = ggml_nelements(tensor);
} else if (ggml_nelements(tensor) != result.n_embd) {
- LOG_ERR("%s: direction tensor in %s does not match previous dimensions\n", __func__, load_info.fname.c_str());
+ COM_ERR("direction tensor in %s does not match previous dimensions\n", load_info.fname.c_str());
result.n_embd = -1;
break;
}
@@ -1856,7 +2074,7 @@ static common_control_vector_data common_control_vector_load_one(const common_co
}
if (result.n_embd == -1) {
- LOG_WRN("%s: skipping %s due to invalid direction tensors\n", __func__, load_info.fname.c_str());
+ COM_WRN("skipping %s due to invalid direction tensors\n", load_info.fname.c_str());
result.data.clear();
}
@@ -1877,7 +2095,7 @@ common_control_vector_data common_control_vector_load(const std::vector<common_c
break;
}
if (result.n_embd != -1 && result.n_embd != cur.n_embd) {
- LOG_ERR("%s: control vectors in %s does not match previous dimensions\n", __func__, info.fname.c_str());
+ COM_ERR("control vectors in %s does not match previous dimensions\n", info.fname.c_str());
result.n_embd = -1;
break;
}
@@ -1893,7 +2111,7 @@ common_control_vector_data common_control_vector_load(const std::vector<common_c
}
if (result.n_embd == -1) {
- LOG_ERR("%s: no valid control vector files passed\n", __func__);
+ COM_ERR("%s", "no valid control vector files passed\n");
result.data.clear();
}
@@ -2004,13 +2222,13 @@ bool common_prompt_batch_decode(
// memory, so we can't just remove the last token from the memory and replay the last token which
// is the reason for this logic.
if (llama_decode(ctx, llama_batch_get_one(const_cast<llama_token*>(all_tokens.data() + offset), n_tokens_before_last))) {
- LOG_ERR("%s : failed to eval\n", __func__);
+ COM_ERR("%s", "failed to eval\n");
return false;
}
n_past += n_tokens_before_last;
llama_state_save_file(ctx, state_path.data(), all_tokens.data(), all_tokens.size());
- LOG_INF("saved session before last token to %s, n_new = %zu\n", state_path.data(), all_tokens.size());
+ COM_INF("saved session before last token to %s, n_new = %zu\n", state_path.data(), all_tokens.size());
llama_token last_token = all_tokens.back();
llama_batch batch = llama_batch_get_one(&last_token, 1);
@@ -2018,13 +2236,13 @@ bool common_prompt_batch_decode(
batch.pos = &pos;
if (llama_decode(ctx, batch)) {
- LOG_ERR("%s : failed to eval last token\n", __func__);
+ COM_ERR("%s", "failed to eval last token\n");
return false;
}
n_past++;
} else {
if (llama_decode(ctx, llama_batch_get_one(const_cast<llama_token*>(all_tokens.data() + offset), n_new))) {
- LOG_ERR("%s : failed to eval\n", __func__);
+ COM_ERR("%s", "failed to eval\n");
return false;
}
n_past += n_new;
@@ -2034,7 +2252,7 @@ bool common_prompt_batch_decode(
}
size_t common_prompt_checkpoint::size() const {
- return data_tgt.size() + data_dft.size();
+ return data_tgt.size() + data_dft.size() + data_spec.size();
}
bool common_prompt_checkpoint::empty() const {
@@ -2049,6 +2267,7 @@ void common_prompt_checkpoint::clear() {
data_tgt.clear();
data_dft.clear();
+ data_spec.clear();
}
void common_prompt_checkpoint::update_pos(
@@ -2138,4 +2357,5 @@ void common_prompt_checkpoint::clear_tgt() {
void common_prompt_checkpoint::clear_dft() {
data_dft.clear();
+ data_spec.clear();
}
diff --git a/common/common.h b/common/common.h
index ad13ae0abb..a074aad295 100644
--- a/common/common.h
+++ b/common/common.h
@@ -6,6 +6,7 @@
#include "ggml-opt.h"
#include "ggml.h"
+#include "llama.h"
#include <set>
#include <sstream>
@@ -14,6 +15,7 @@
#include <vector>
#include <map>
#include <algorithm>
+#include <fstream>
#if defined(_WIN32) && !defined(_WIN32_WINNT)
#define _WIN32_WINNT 0x0A00
@@ -25,6 +27,13 @@
#define DIRECTORY_SEPARATOR '/'
#endif // _WIN32
+#define COM_DBG(fmt, ...) LOG_DBG("cmn %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define COM_TRC(fmt, ...) LOG_TRC("cmn %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define COM_INF(fmt, ...) LOG_INF("cmn %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define COM_WRN(fmt, ...) LOG_WRN("cmn %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define COM_ERR(fmt, ...) LOG_ERR("cmn %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define COM_CNT(fmt, ...) LOG_CNT("" fmt, __VA_ARGS__)
+
#define die(msg) do { fputs("error: " msg "\n", stderr); exit(1); } while (0)
#define die_fmt(fmt, ...) do { fprintf(stderr, "error: " fmt "\n", __VA_ARGS__); exit(1); } while (0)
@@ -96,6 +105,8 @@ enum llama_example {
LLAMA_EXAMPLE_FIT_PARAMS,
LLAMA_EXAMPLE_RESULTS,
LLAMA_EXAMPLE_EXPORT_GRAPH_OPS,
+ LLAMA_EXAMPLE_DOWNLOAD,
+ LLAMA_EXAMPLE_TOKENIZE,
LLAMA_EXAMPLE_COUNT,
};
@@ -161,6 +172,8 @@ enum common_speculative_type {
COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE, // standalone draft model speculative decoding
COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, // Eagle3 speculative decoding
COMMON_SPECULATIVE_TYPE_DRAFT_MTP, // Multi-token prediction
+ COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH, // DFlash speculative decoding
+ COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK, // DSpark speculative decoding (DFlash + Markov head)
COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE, // simple self-speculative decoding based on n-grams
COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K, // self-speculative decoding with n-gram keys only
COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V, // self-speculative decoding with n-gram keys and 4 m-gram values
@@ -222,14 +235,14 @@ struct common_params_sampling {
float temp = 0.80f; // <= 0.0 to sample greedily, 0.0 to not output probabilities
float dynatemp_range = 0.00f; // 0.0 = disabled
float dynatemp_exponent = 1.00f; // controls how entropy maps to temperature in dynamic temperature sampler
- int32_t penalty_last_n = 64; // last n tokens to penalize (0 = disable penalty, -1 = context size)
+ int32_t penalty_last_n = 64; // last n tokens to penalize (0 = disable penalty)
float penalty_repeat = 1.00f; // 1.0 = disabled
float penalty_freq = 0.00f; // 0.0 = disabled
float penalty_present = 0.00f; // 0.0 = disabled
float dry_multiplier = 0.0f; // 0.0 = disabled; DRY repetition penalty for tokens extending repetition:
float dry_base = 1.75f; // 0.0 = disabled; multiplier * base ^ (length of sequence before token - allowed length)
int32_t dry_allowed_length = 2; // tokens extending repetitions beyond this receive penalty
- int32_t dry_penalty_last_n = -1; // how many tokens to scan for repetitions (0 = disable penalty, -1 = context size)
+ int32_t dry_penalty_last_n = 64; // how many tokens to scan for repetitions (0 = disable penalty)
float adaptive_target = -1.0f; // select tokens near this probability (valid range 0.0 to 1.0; negative = disabled)
float adaptive_decay = 0.90f; // EMA decay for adaptation; history ≈ 1/(1-decay) tokens (0.0 - 0.99)
int32_t mirostat = 0; // 0 = disabled, 1 = mirostat, 2 = mirostat 2.0
@@ -272,30 +285,39 @@ struct common_params_sampling {
// reasoning budget sampler parameters
// these are populated by the server/CLI based on chat template params
- int32_t reasoning_budget_tokens = -1; // -1 = disabled, >= 0 = token budget
- std::vector<llama_token> reasoning_budget_start; // start tag token sequence
- std::vector<llama_token> reasoning_budget_end; // end tag token sequence
- std::vector<llama_token> reasoning_budget_forced; // forced sequence (message + end tag)
- std::string reasoning_budget_message; // message injected before end tag when budget exhausted
- bool reasoning_control = false; // create the budget sampler on demand so reasoning can be ended at runtime
+ int32_t reasoning_budget_tokens = -1; // -1 = disabled, >= 0 = token budget
+ std::vector<llama_token> reasoning_budget_start; // start tag token sequence
+ std::vector<llama_tokens> reasoning_budget_end; // end tag token sequences; the first tag is used as the forcing sequence
+ std::vector<llama_token> reasoning_budget_forced; // forced sequence (message + first end tag)
+ std::string reasoning_budget_message; // message injected before end tag when budget exhausted
+ bool reasoning_control = false; // create the budget sampler on demand so reasoning can be ended at runtime
bool backend_sampling = false;
- bool has_logit_bias() const {
- return !logit_bias.empty();
- }
-
// print the parameters into a string
std::string print() const;
};
struct common_params_model {
- std::string path = ""; // model local path // NOLINT
- std::string url = ""; // model url to download // NOLINT
- std::string hf_repo = ""; // HF repo // NOLINT
- std::string hf_file = ""; // HF file // NOLINT
- std::string docker_repo = ""; // Docker repo // NOLINT
- std::string name = ""; // in format <user>/<model>[:<tag>] (tag is optional) // NOLINT
+ std::string path = ""; // model local path
+ std::string url = ""; // model url to download
+ std::string hf_repo = ""; // HF repo
+ std::string hf_file = ""; // HF file
+ std::string docker_repo = ""; // Docker repo
+
+ std::string get_name() const {
+ if (!hf_repo.empty()) {
+ return hf_repo;
+ }
+ if (!docker_repo.empty()) {
+ return docker_repo;
+ }
+ return path;
+ }
+
+ bool empty() const {
+ return get_name().empty();
+ }
};
// draft-model-based speculative decoding parameters
@@ -358,26 +380,18 @@ struct common_params_speculative {
common_params_speculative_ngram_cache ngram_cache;
bool has_dft() const {
- return !draft.mparams.path.empty() || !draft.mparams.hf_repo.empty();
+ return !draft.mparams.empty();
}
uint32_t need_n_rs_seq() const {
bool needs_rs_seq = std::any_of(types.begin(), types.end(), [&](auto t) {
- return t == COMMON_SPECULATIVE_TYPE_DRAFT_MTP;
+ return t == COMMON_SPECULATIVE_TYPE_DRAFT_MTP || t == COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3 || t == COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH || t == COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK;
});
return needs_rs_seq ? draft.n_max : 0u;
}
};
-struct common_params_vocoder {
- struct common_params_model model;
-
- std::string speaker_file; // speaker file path
-
- bool use_guide_tokens = false; // enable guide tokens to improve TTS accuracy
-};
-
struct common_params_diffusion {
int32_t steps = 128;
bool visual_mode = false;
@@ -433,6 +447,7 @@ struct common_params {
int32_t n_parallel = 1; // number of parallel sequences to decode
int32_t n_sequences = 1; // number of sequences to decode
int32_t n_outputs_max = 0; // max outputs in a batch (0 = n_batch)
+ int32_t n_outputs_max_per_seq = 1; // max outputs per sequence
int32_t grp_attn_n = 1; // group-attention factor
int32_t grp_attn_w = 512; // group-attention width
int32_t n_print = -1; // print token count every n tokens (-1 = disabled)
@@ -458,6 +473,7 @@ struct common_params {
std::vector<size_t> fit_params_target = std::vector<size_t>(llama_max_devices(), 1024 * 1024*1024);
enum llama_split_mode split_mode = LLAMA_SPLIT_MODE_LAYER; // how to split the model across GPUs
+ enum llama_load_mode load_mode = LLAMA_LOAD_MODE_AUTO; // how to load the model
common_cpu_params cpuparams;
common_cpu_params cpuparams_batch;
@@ -474,7 +490,6 @@ struct common_params {
struct common_params_sampling sampling;
struct common_params_speculative speculative;
- struct common_params_vocoder vocoder;
struct common_params_diffusion diffusion;
struct common_params_model model;
@@ -489,6 +504,7 @@ struct common_params {
std::string input_prefix = ""; // string to prefix user inputs with // NOLINT
std::string input_suffix = ""; // string to suffix user inputs with // NOLINT
std::string logits_file = ""; // file for saving *all* logits // NOLINT
+ std::string path_prompts_log_dir = ""; // directory with logged prompts // NOLINT
// llama-debug specific options
std::string logits_output_dir = "data"; // directory for saving logits output files // NOLINT
@@ -509,7 +525,6 @@ struct common_params {
int32_t control_vector_layer_start = -1; // layer range for control vector
int32_t control_vector_layer_end = -1; // layer range for control vector
bool offline = false;
- bool skip_download = false; // skip model file downloading
int32_t ppl_stride = 0; // stride for perplexity calculations. If left at 0, the pre-existing approach will be used.
int32_t ppl_output_type = 0; // = 0 -> ppl output is as usual, = 1 -> ppl output is num_tokens, ppl, one per line
@@ -548,9 +563,6 @@ struct common_params {
bool kv_unified = false; // enable unified KV cache
bool input_prefix_bos = false; // prefix BOS to user inputs, preceding input_prefix
- bool use_mmap = true; // enable mmap to use filesystem cache
- bool use_direct_io = false; // read from disk without buffering
- bool use_mlock = false; // use mlock to keep model in memory
bool verbose_prompt = false; // print prompt tokens before generation
bool display_prompt = true; // print prompt before generation
bool no_kv_offload = false; // disable KV offloading
@@ -569,11 +581,14 @@ struct common_params {
// multimodal models (see tools/mtmd)
struct common_params_model mmproj;
- bool mmproj_use_gpu = true; // use GPU for multimodal model
- bool no_mmproj = false; // explicitly disable multimodal model
- std::vector<std::string> image; // path to image file(s) ; TODO: change the name to "media"
+ bool mmproj_use_gpu = true; // use GPU for multimodal model
+ ggml_backend_dev_t mmproj_device = nullptr; // GPU device to use for multimodal model
+ bool no_mmproj = false; // explicitly disable multimodal model
+ std::vector<std::string> image; // path to image file(s) ; TODO: change the name to "media"
int image_min_tokens = -1;
int image_max_tokens = -1;
+ int mtmd_batch_max_tokens = 1024;
+
// for video input
float video_fps = 4.0f;
int64_t video_timestamp_interval_ms = 5000;
@@ -602,7 +617,7 @@ struct common_params {
bool cache_prompt = true; // whether to enable prompt caching
bool cache_idle_slots = true; // save and clear idle slots upon starting a new task
int32_t n_ctx_checkpoints = 32; // max number of context checkpoints per slot
- int32_t checkpoint_min_step = 256; // minimum spacing between context checkpoints
+ int32_t checkpoint_min_step = 8192; // minimum spacing between context checkpoints
int32_t cache_ram_mib = 8192; // -1 = no limit, 0 - disable, 1 = 1 MiB, etc.
std::string hostname = "127.0.0.1";
@@ -610,6 +625,14 @@ struct common_params {
std::string api_prefix = ""; // NOLINT
std::string chat_template = ""; // NOLINT
bool use_jinja = true; // NOLINT
+
+ // server CORS params
+ std::string cors_origins = "*";
+ std::string cors_methods = "GET, POST, DELETE, OPTIONS";
+ std::string cors_headers = "*";
+ bool cors_credentials = true;
+ bool cors_origins_explicit = false; // for --agent option
+
bool enable_chat_template = true;
bool force_pure_content_parser = false;
common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK;
@@ -624,14 +647,11 @@ struct common_params {
std::map<std::string, std::string> default_template_kwargs;
+ // CLI params
+ std::string server_base; // if set, connect to this server instead of starting a new one
+
// UI configs
bool ui = true;
-
- // Deprecated: use ui, ui_mcp_proxy, ui_config_json instead
- bool webui = ui;
- bool webui_mcp_proxy = false;
- std::string webui_config_json;
-
bool ui_mcp_proxy = false;
std::string ui_config_json;
@@ -642,12 +662,18 @@ struct common_params {
// enable built-in tools
std::vector<std::string> server_tools;
+ std::string server_tools_runtime;
+
+ // MCP server configs (Cursor-compatible JSON)
+ std::string mcp_servers_config; // path to JSON file with MCP server definitions
+ std::string mcp_servers_json; // inline JSON with MCP server definitions
// router server configs
- std::string models_dir = ""; // directory containing models for the router server
- std::string models_preset = ""; // directory containing model presets for the router server
- int models_max = 4; // maximum number of models to load simultaneously
- bool models_autoload = true; // automatically load models when requested via the router server
+ std::string models_dir = ""; // directory containing models for the router server
+ std::string models_preset = ""; // directory containing model presets for the router server
+ int models_max = 4; // maximum number of models to load simultaneously
+ bool models_autoload = true; // automatically load models when requested via the router server
+ std::string models_preset_hf = ""; // show a warning about remote presets on router loaded (if not empty)
bool log_json = false;
@@ -698,6 +724,12 @@ struct common_params {
// batched-bench params
bool batched_bench_output_jsonl = false;
+ // tokenize params
+ bool tokenize_ids = false; // if true, only print the token IDs
+ bool tokenize_stdin = false; // if true, read the prompt from stdin
+ bool tokenize_no_bos = false; // if true, do not add the BOS token
+ bool tokenize_show_count = false; // if true, print the total token count
+
// common params
std::string out_file; // output filename for all example programs
// optional callback for model loading progress and cancellation:
@@ -706,6 +738,12 @@ struct common_params {
llama_progress_callback load_progress_callback = NULL;
void * load_progress_callback_user_data = NULL;
bool no_alloc = false; // Don't allocate model buffers
+
+ // TTS params
+ std::string tts_lang = "";
+ std::string tts_speaker_file = "";
+
+ bool is_gen_docs = false; // whether we are running inside llama-gen-docs
};
// call once at the start of a program if it uses libcommon
@@ -830,6 +868,15 @@ std::string string_from(const struct llama_context * ctx, const struct llama_bat
bool glob_match(const std::string & pattern, const std::string & str);
+//
+// Environment utils
+//
+
+// portable environment access, an unset variable reads as an empty string
+// and setting an empty value unsets the variable
+std::string common_get_env(const std::string & name);
+void common_set_env(const std::string & name, const std::string & value);
+
//
// Filesystem utils
//
@@ -840,6 +887,7 @@ bool fs_is_directory(const std::string & path);
std::string fs_get_cache_directory();
std::string fs_get_cache_file(const std::string & filename);
+std::string fs_get_config_directory();
struct common_file_info {
std::string path;
@@ -849,6 +897,9 @@ struct common_file_info {
};
std::vector<common_file_info> fs_list(const std::string & path, bool include_directories);
+// fs open, also handle UTF8 on Windows
+std::ifstream fs_open_ifstream(const std::string & fname, std::ios_base::openmode mode);
+
//
// TTY utils
//
@@ -884,9 +935,8 @@ using common_init_result_ptr = std::unique_ptr<common_init_result>;
common_init_result_ptr common_init_from_params(common_params & params, bool model_only = false);
-struct llama_model_params common_model_params_to_llama ( common_params & params);
-struct llama_context_params common_context_params_to_llama(const common_params & params);
-struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const common_cpu_params & params);
+struct llama_model_params common_model_params_to_llama ( common_params & params);
+struct llama_context_params common_context_params_to_llama(const common_params & params);
// clear LoRA adapters from context, then apply new list of adapters
void common_set_adapter_lora(struct llama_context * ctx, std::vector<common_adapter_lora_info> & lora);
@@ -894,6 +944,31 @@ void common_set_adapter_lora(struct llama_context * ctx, std::vector<common_adap
// model endpoint from env
std::string common_get_model_endpoint();
+// for testing purposes
+char * common_get_model_or_exit(int, char*[]);
+
+//
+// Threadpool utils
+//
+
+struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const common_cpu_params & params);
+
+struct common_threadpools {
+ common_threadpools() = default;
+ ~common_threadpools();
+
+ common_threadpools(const common_threadpools &) = delete;
+ common_threadpools & operator=(const common_threadpools &) = delete;
+
+ void init(llama_context * ctx, const common_params & params);
+
+private:
+ ggml_threadpool * threadpool = nullptr;
+ ggml_threadpool * threadpool_batch = nullptr;
+
+ decltype(ggml_threadpool_free) * free_fn = nullptr;
+};
+
//
// Context utils
//
@@ -909,10 +984,17 @@ enum common_context_seq_rm_type {
// note: clears the memory of the context
common_context_seq_rm_type common_context_can_seq_rm(llama_context * ctx);
-// aborts execution on failure
-void common_context_seq_rm (llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1);
-void common_context_seq_add(llama_context * ctx, llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta);
-void common_context_seq_cp (llama_context * ctx, llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1);
+struct common_memory {
+ llama_context * ctx_tgt = nullptr;
+ llama_context * ctx_dft = nullptr;
+
+ void init(llama_context * ctx_tgt, llama_context * ctx_dft = nullptr);
+
+ // aborts execution on failure
+ void seq_rm (llama_seq_id seq_id, llama_pos p0, llama_pos p1) const;
+ void seq_add(llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos delta) const;
+ void seq_cp (llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) const;
+};
//
// Batch utils
@@ -1060,12 +1142,19 @@ enum ggml_opt_optimizer_type common_opt_get_optimizer(const char *);
struct common_prompt_checkpoint {
int64_t n_tokens;
+ // (optional) id of the task that created the checkpoint
+ int id_task = -1;
+
llama_pos pos_min;
llama_pos pos_max;
std::vector<uint8_t> data_tgt;
std::vector<uint8_t> data_dft;
+ // (optional) speculative-decoding implementation state stashed with the checkpoint
+ // (e.g. eagle3's deferred-boundary g_embd row)
+ std::vector<uint8_t> data_spec;
+
size_t size() const;
bool empty() const;
diff --git a/common/download.cpp b/common/download.cpp
index 40f6eb780f..4b28a708c8 100644
--- a/common/download.cpp
+++ b/common/download.cpp
@@ -5,9 +5,7 @@
#include "log.h"
#include "download.h"
#include "hf-cache.h"
-
-#define JSON_ASSERT GGML_ASSERT
-#include <nlohmann/json.hpp>
+#include "json.h"
#include <algorithm>
#include <filesystem>
@@ -44,8 +42,6 @@
#include <unistd.h>
#endif
-using json = nlohmann::ordered_json;
-
//
// downloader
//
@@ -292,10 +288,6 @@ static int common_download_file_single_online(const std::string & url,
const bool file_exists = std::filesystem::exists(path);
- if (!file_exists && opts.skip_download) {
- return -2; // file is missing and download is disabled
- }
-
if (file_exists && skip_etag) {
LOG_DBG("%s: using cached file: %s\n", __func__, path.c_str());
return 304; // 304 Not Modified - fake cached response
@@ -362,9 +354,6 @@ static int common_download_file_single_online(const std::string & url,
return 304; // 304 Not Modified - fake cached response
}
// pass this point, the file exists but is different from the server version, so we need to redownload it
- if (opts.skip_download) {
- return -2; // special code to indicate that the download was skipped due to etag mismatch
- }
if (remove(path.c_str()) != 0) {
LOG_ERR("%s: unable to delete file: %s\n", __func__, path.c_str());
return -1;
@@ -575,16 +564,30 @@ static hf_cache::hf_files get_split_files(const hf_cache::hf_files & files,
}
// pick the best sibling GGUF whose filename contains `keyword` (e.g. "mmproj" / "mtp"),
-// preferring deeper shared directory prefix with the model, then closest quantization
+// preferring deeper shared directory prefix with the model, then exact `tag` match,
+// then closest quantization to the tag when given, or to the model otherwise
static hf_cache::hf_file find_best_sibling(const hf_cache::hf_files & files,
const std::string & model,
- const std::string & keyword) {
+ const std::string & keyword,
+ const std::string & tag = "") {
hf_cache::hf_file best;
size_t best_depth = 0;
int best_diff = 0;
+ bool best_exact = false;
bool found = false;
- auto model_bits = extract_quant_bits(model);
+ std::string tag_upper = tag;
+ for (char & c : tag_upper) {
+ c = (char) std::toupper((unsigned char) c);
+ }
+
+ int model_bits = 0;
+ if (!tag_upper.empty()) {
+ auto pos = tag_upper.find_first_of("0123456789");
+ model_bits = pos == std::string::npos ? 0 : std::stoi(tag_upper.substr(pos));
+ } else {
+ model_bits = extract_quant_bits(model);
+ }
auto model_parts = string_split<std::string>(model, '/');
auto model_dir = model_parts.end() - 1;
@@ -607,10 +610,19 @@ static hf_cache::hf_file find_best_sibling(const hf_cache::hf_files & files,
auto bits = extract_quant_bits(f.path);
auto diff = std::abs(bits - model_bits);
- if (!found || depth > best_depth || (depth == best_depth && diff < best_diff)) {
+ std::string path_upper = f.path;
+ for (char & c : path_upper) {
+ c = (char) std::toupper((unsigned char) c);
+ }
+ bool exact = !tag_upper.empty() && path_upper.find("-" + tag_upper + ".") != std::string::npos;
+
+ if (!found || depth > best_depth ||
+ (depth == best_depth && exact && !best_exact) ||
+ (depth == best_depth && exact == best_exact && diff < best_diff)) {
best = f;
best_depth = depth;
best_diff = diff;
+ best_exact = exact;
found = true;
}
}
@@ -623,8 +635,27 @@ static hf_cache::hf_file find_best_mmproj(const hf_cache::hf_files & files,
}
static hf_cache::hf_file find_best_mtp(const hf_cache::hf_files & files,
- const std::string & model) {
- return find_best_sibling(files, model, "mtp-");
+ const std::string & model,
+ const std::string & tag = "") {
+ return find_best_sibling(files, model, "mtp-", tag);
+}
+
+static hf_cache::hf_file find_best_eagle3(const hf_cache::hf_files & files,
+ const std::string & model,
+ const std::string & tag = "") {
+ return find_best_sibling(files, model, "eagle3-", tag);
+}
+
+static hf_cache::hf_file find_best_dflash(const hf_cache::hf_files & files,
+ const std::string & model,
+ const std::string & tag = "") {
+ return find_best_sibling(files, model, "dflash-", tag);
+}
+
+static hf_cache::hf_file find_best_dspark(const hf_cache::hf_files & files,
+ const std::string & model,
+ const std::string & tag = "") {
+ return find_best_sibling(files, model, "dspark-", tag);
}
static bool gguf_filename_is_model(const std::string & filepath) {
@@ -639,7 +670,10 @@ static bool gguf_filename_is_model(const std::string & filepath) {
return filename.find("mmproj") == std::string::npos &&
filename.find("imatrix") == std::string::npos &&
- filename.find("mtp-") == std::string::npos;
+ filename.find("mtp-") == std::string::npos &&
+ filename.find("eagle3-") == std::string::npos &&
+ filename.find("dflash-") == std::string::npos &&
+ filename.find("dspark-") == std::string::npos;
}
static hf_cache::hf_file find_best_model(const hf_cache::hf_files & files,
@@ -691,18 +725,8 @@ static void list_available_gguf_files(const hf_cache::hf_files & files) {
}
}
-struct hf_plan {
- hf_cache::hf_file primary;
- hf_cache::hf_files model_files;
- hf_cache::hf_file mmproj;
- hf_cache::hf_file mtp;
-};
-
-static hf_plan get_hf_plan(const common_params_model & model,
- const common_download_opts & opts,
- bool download_mmproj,
- bool download_mtp) {
- hf_plan plan;
+common_download_hf_plan common_download_get_hf_plan(const common_params_model & model, const common_download_opts & opts) {
+ common_download_hf_plan plan;
hf_cache::hf_files all;
auto [repo, tag] = common_download_split_repo_tag(model.hf_repo);
@@ -717,6 +741,14 @@ static hf_plan get_hf_plan(const common_params_model & model,
return plan;
}
+ // if preset.ini exists in the repo root, download only that file
+ for (const auto & f : all) {
+ if (f.path == "preset.ini") {
+ plan.preset = f;
+ return plan;
+ }
+ }
+
hf_cache::hf_file primary;
if (!model.hf_file.empty()) {
@@ -733,125 +765,77 @@ static hf_plan get_hf_plan(const common_params_model & model,
}
} else {
primary = find_best_model(all, tag);
- if (primary.path.empty()) {
+ // a requested sidecar can resolve on its own, without a full model of the same tag
+ if (primary.path.empty() && !opts.download_mtp && !opts.download_dflash && !opts.download_eagle3 && !opts.download_dspark) {
LOG_ERR("%s: no GGUF files found in repository %s\n", __func__, repo.c_str());
list_available_gguf_files(all);
return plan;
}
}
- plan.primary = primary;
- plan.model_files = get_split_files(all, primary);
-
- if (download_mmproj) {
- plan.mmproj = find_best_mmproj(all, primary.path);
+ if (!primary.path.empty()) {
+ plan.primary = primary;
+ plan.model_files = get_split_files(all, primary);
}
- if (download_mtp) {
- plan.mtp = find_best_mtp(all, primary.path);
+ if (opts.download_mmproj && !primary.path.empty()) {
+ plan.mmproj = find_best_mmproj(all, primary.path);
+ }
+ if (opts.download_mtp) {
+ plan.mtp = find_best_mtp(all, primary.path, tag);
+ }
+ if (opts.download_dflash) {
+ plan.dflash = find_best_dflash(all, primary.path, tag);
+ }
+ if (opts.download_eagle3) {
+ plan.eagle3 = find_best_eagle3(all, primary.path, tag);
+ }
+ if (opts.download_dspark) {
+ plan.dspark = find_best_dspark(all, primary.path, tag);
+ }
+
+ if (primary.path.empty() &&
+ plan.mtp.local_path.empty() && plan.dflash.local_path.empty() && plan.eagle3.local_path.empty() && plan.dspark.local_path.empty()) {
+ LOG_ERR("%s: no GGUF files found in repository %s\n", __func__, repo.c_str());
+ list_available_gguf_files(all);
}
return plan;
}
-struct download_task {
- std::string url;
- std::string path;
-};
-
-static std::vector<download_task> get_url_tasks(const common_params_model & model) {
- auto split = get_gguf_split_info(model.url);
-
- if (split.count <= 1) {
- return {{model.url, model.path}};
- }
-
- auto filename = split.prefix;
- if (auto pos = split.prefix.rfind('/'); pos != std::string::npos) {
- filename = split.prefix.substr(pos + 1);
- }
-
- auto parent_path = std::filesystem::path(model.path).parent_path();
- auto prefix_path = (parent_path / filename).string();
-
- std::vector<download_task> tasks;
- for (int i = 1; i <= split.count; i++) {
- auto suffix = string_format("-%05d-of-%05d.gguf", i, split.count);
- tasks.push_back({split.prefix + suffix, prefix_path + suffix});
- }
- return tasks;
-}
-
-common_download_model_result common_download_model(const common_params_model & model,
- const common_download_opts & opts) {
- common_download_model_result result;
- std::vector<download_task> tasks;
- hf_plan hf;
-
- bool download_mmproj = opts.download_mmproj;
- bool download_mtp = opts.download_mtp;
- bool is_hf = !model.hf_repo.empty();
-
- if (is_hf) {
- hf = get_hf_plan(model, opts, download_mmproj, download_mtp);
- for (const auto & f : hf.model_files) {
- tasks.push_back({f.url, f.local_path});
- }
- if (!hf.mmproj.path.empty()) {
- tasks.push_back({hf.mmproj.url, hf.mmproj.local_path});
- }
- if (!hf.mtp.path.empty()) {
- tasks.push_back({hf.mtp.url, hf.mtp.local_path});
- }
- } else if (!model.url.empty()) {
- tasks = get_url_tasks(model);
- } else {
- result.model_path = model.path;
- return result;
- }
-
- if (tasks.empty()) {
- return result;
- }
-
+void common_download_run_tasks(const std::vector<common_download_task> & tasks) {
std::vector<std::future<int>> futures;
for (const auto & task : tasks) {
futures.push_back(std::async(std::launch::async,
- [&task, &opts, is_hf]() {
- return common_download_file_single(task.url, task.path, opts, is_hf);
+ [&task]() {
+ return common_download_file_single(task.url, task.local_path, task.opts, task.is_hf);
}
));
}
- for (auto & f : futures) {
- int status = f.get();
- if (status == -2 && opts.skip_download) {
- throw common_skip_download_exception();
- }
+ for (size_t i = 0; i < futures.size(); ++i) {
+ std::string url = tasks[i].url;
+ int status = futures[i].get();
bool is_ok = is_http_status_ok(status);
if (!is_ok) {
- return {};
+ throw std::runtime_error(string_format("Download '%s' failed with status code: %d", url.c_str(), status));
}
}
+}
- if (is_hf) {
- for (const auto & f : hf.model_files) {
- hf_cache::finalize_file(f);
- }
- result.model_path = hf.primary.final_path;
+std::vector<std::string> common_download_get_all_parts(const std::string & url) {
+ auto split = get_gguf_split_info(url);
- if (!hf.mmproj.path.empty()) {
- result.mmproj_path = hf_cache::finalize_file(hf.mmproj);
- }
-
- if (!hf.mtp.path.empty()) {
- result.mtp_path = hf_cache::finalize_file(hf.mtp);
- }
- } else {
- result.model_path = model.path;
+ if (split.count <= 1) {
+ return {url};
}
- return result;
+ std::vector<std::string> parts;
+ for (int i = 1; i <= split.count; i++) {
+ auto suffix = string_format("-%05d-of-%05d.gguf", i, split.count);
+ parts.push_back(split.prefix + suffix);
+ }
+ return parts;
}
//
@@ -868,8 +852,8 @@ static std::string common_docker_get_token(const std::string & repo) {
throw std::runtime_error("Failed to get Docker registry token, HTTP code: " + std::to_string(res.first));
}
- std::string response_str(res.second.begin(), res.second.end());
- nlohmann::ordered_json response = nlohmann::ordered_json::parse(response_str);
+ std::string response_str(res.second.begin(), res.second.end());
+ common_json response = common_json::parse(response_str);
if (!response.contains("token")) {
throw std::runtime_error("Docker registry token response missing 'token' field");
@@ -931,9 +915,9 @@ std::string common_docker_resolve_model(const std::string & docker) {
throw std::runtime_error("Failed to get Docker manifest, HTTP code: " + std::to_string(manifest_res.first));
}
- std::string manifest_str(manifest_res.second.begin(), manifest_res.second.end());
- nlohmann::ordered_json manifest = nlohmann::ordered_json::parse(manifest_str);
- std::string gguf_digest; // Find the GGUF layer
+ std::string manifest_str(manifest_res.second.begin(), manifest_res.second.end());
+ common_json manifest = common_json::parse(manifest_str);
+ std::string gguf_digest; // Find the GGUF layer
if (manifest.contains("layers")) {
for (const auto & layer : manifest["layers"]) {
if (layer.contains("mediaType")) {
@@ -986,8 +970,11 @@ std::vector<common_cached_model_info> common_list_cached_models() {
for (const auto & f : files) {
auto split = get_gguf_split_info(f.path);
if (split.index != 1 || split.tag.empty() ||
- split.prefix.find("mmproj") != std::string::npos ||
- split.prefix.find("mtp-") != std::string::npos) {
+ split.prefix.find("mmproj") != std::string::npos ||
+ split.prefix.find("mtp-") != std::string::npos ||
+ split.prefix.find("eagle3-") != std::string::npos ||
+ split.prefix.find("dflash-") != std::string::npos ||
+ split.prefix.find("dspark-") != std::string::npos) {
continue;
}
if (seen.insert(f.repo_id + ":" + split.tag).second) {
@@ -997,3 +984,107 @@ std::vector<common_cached_model_info> common_list_cached_models() {
return result;
}
+
+std::string common_download_resolve_path(const std::string & hf_repo_with_tag, const std::string & hf_file) {
+ auto [repo, tag] = common_download_split_repo_tag(hf_repo_with_tag);
+
+ auto files = hf_cache::get_cached_files(repo);
+ if (files.empty()) {
+ return "";
+ }
+
+ if (!hf_file.empty()) {
+ for (const auto & f : files) {
+ if (f.path == hf_file) {
+ return f.local_path;
+ }
+ }
+ return "";
+ }
+
+ return find_best_model(files, tag).local_path;
+}
+
+bool common_download_remove(const std::string & hf_repo_with_tag) {
+ namespace fs = std::filesystem;
+
+ auto [repo_id, tag] = common_download_split_repo_tag(hf_repo_with_tag);
+
+ if (tag.empty()) {
+ return hf_cache::remove_cached_repo(repo_id);
+ }
+
+ std::string tag_upper = tag;
+ for (char & c : tag_upper) {
+ c = (char) std::toupper((unsigned char) c);
+ }
+
+ auto files = hf_cache::get_cached_files(repo_id);
+ if (files.empty()) {
+ return false;
+ }
+
+ // collect snapshot entries whose tag matches
+ std::vector<fs::path> to_remove;
+ for (const auto & f : files) {
+ auto split = get_gguf_split_info(f.path);
+ if (split.tag == tag_upper) {
+ to_remove.emplace_back(f.local_path);
+ }
+ }
+
+ if (to_remove.empty()) {
+ return false;
+ }
+
+ // resolve blob paths from symlinks before deleting snapshot entries
+ std::vector<fs::path> blobs_to_check;
+ for (const auto & p : to_remove) {
+ std::error_code ec;
+ if (fs::is_symlink(p, ec)) {
+ auto target = fs::read_symlink(p, ec);
+ if (!ec) {
+ blobs_to_check.push_back((p.parent_path() / target).lexically_normal());
+ }
+ }
+ }
+
+ // remove snapshot entries
+ for (const auto & p : to_remove) {
+ std::error_code ec;
+ fs::remove(p, ec);
+ if (ec) {
+ LOG_WRN("%s: failed to remove %s: %s\n", __func__, p.string().c_str(), ec.message().c_str());
+ }
+ }
+
+ if (blobs_to_check.empty()) {
+ return true;
+ }
+
+ // collect blobs still referenced by remaining snapshot entries
+ std::unordered_set<std::string> still_referenced;
+ for (const auto & f : hf_cache::get_cached_files(repo_id)) {
+ fs::path p(f.local_path);
+ std::error_code ec;
+ if (fs::is_symlink(p, ec)) {
+ auto target = fs::read_symlink(p, ec);
+ if (!ec) {
+ still_referenced.insert((p.parent_path() / target).lexically_normal().string());
+ }
+ }
+ }
+
+ // remove orphaned blobs
+ for (const auto & blob : blobs_to_check) {
+ if (still_referenced.find(blob.string()) == still_referenced.end()) {
+ std::error_code ec;
+ fs::remove(blob, ec);
+ if (ec) {
+ LOG_WRN("%s: failed to remove blob %s: %s\n", __func__, blob.string().c_str(), ec.message().c_str());
+ }
+ }
+ }
+
+ return true;
+}
diff --git a/common/download.h b/common/download.h
index ebeedd6058..8c30cfc3ea 100644
--- a/common/download.h
+++ b/common/download.h
@@ -1,7 +1,10 @@
#pragma once
+#include "hf-cache.h"
+
#include <string>
#include <vector>
+#include <functional>
struct common_params_model;
@@ -47,65 +50,47 @@ struct common_cached_model_info {
}
};
-// Options for common_download_model and common_download_file_single
+// Options for common_download_file_single
struct common_download_opts {
std::string bearer_token;
common_header_list headers;
bool offline = false;
- bool skip_download = false; // if true, only validation is performed, common_skip_download_exception may be thrown if the file is missing or invalid
- bool download_mmproj = false;
- bool download_mtp = false;
+ bool download_mmproj = false;
+ bool download_mtp = false;
+ bool download_eagle3 = false;
+ bool download_dflash = false;
+ bool download_dspark = false;
common_download_callback * callback = nullptr;
};
-// Result of common_download_model
-struct common_download_model_result {
- std::string model_path;
- std::string mmproj_path;
- std::string mtp_path;
+struct common_download_task {
+ common_download_opts opts;
+ std::string url;
+ std::string local_path;
+ std::function<void()> on_done;
+ bool is_hf = false;
+
+ common_download_task() = default;
+ common_download_task(hf_cache::hf_file f,
+ const common_download_opts & opts,
+ std::function<void()> on_done = nullptr)
+ : opts(opts), url(f.url), local_path(f.local_path), on_done(on_done), is_hf(true) {}
};
-// throw if the file is missing or invalid (e.g. ETag check failed)
-struct common_skip_download_exception : public std::runtime_error {
- common_skip_download_exception() : std::runtime_error("skip download") {}
-};
+void common_download_run_tasks(const std::vector<common_download_task> & tasks);
-// Download model from HuggingFace repo or URL
-//
-// input (via model struct):
-// - model.hf_repo: HF repo with optional tag, see common_download_split_repo_tag
-// - model.hf_file: specific file in the repo (requires hf_repo)
-// - model.url: simple download (used if hf_repo is empty)
-// - model.path: local file path
-//
-// tag matching (for HF repos without model.hf_file):
-// - if tag is specified, searches for GGUF matching that quantization
-// - if no tag, searches for Q4_K_M, then Q4_0, then first available GGUF
-//
-// split GGUF: multi-part files like "model-00001-of-00003.gguf" are automatically
-// detected and all parts are downloaded
-//
-// caching:
-// - HF repos: uses HuggingFace cache
-// - URLs: uses ETag-based caching
-//
-// when opts.offline=true, no network requests are made
-// when download_mmproj=true, searches for mmproj in same directory as model or any parent directory
-// then with the closest quantization bits
-// when download_mtp=true, applies the same sibling search for an MTP-head GGUF
-//
-// returns result with model_path, mmproj_path and mtp_path (empty when not found / on failure)
-common_download_model_result common_download_model(
- const common_params_model & model,
- const common_download_opts & opts = {}
-);
+// if url is a multi-part GGUF file, returns all parts, otherwise returns the single file
+std::vector<std::string> common_download_get_all_parts(const std::string & url);
// returns list of cached models
std::vector<common_cached_model_info> common_list_cached_models();
+// resolve the local cached file path for a HF repo without network access (hf_file, if given, must match exactly)
+// returns an empty string if the model is not present in the cache
+std::string common_download_resolve_path(const std::string & hf_repo_with_tag, const std::string & hf_file = "");
+
// download single file from url to local path
// returns status code or -1 on error
-// returns -2 if the download was skipped due to ETag mismatch (file outdated, skip_download=true)
// skip_etag: if true, don't read/write .etag files (for HF cache where filename is the hash)
int common_download_file_single(const std::string & url,
const std::string & path,
@@ -115,3 +100,22 @@ int common_download_file_single(const std::string & url,
// resolve and download model from Docker registry
// return local path to downloaded model file
std::string common_docker_resolve_model(const std::string & docker);
+
+// Remove a cached model from disk
+// input format: "user/model" or "user/model:tag"
+// - if tag is omitted, removes the entire repo cache directory
+// - if tag is present, removes only files matching that tag (and orphaned blobs)
+// returns true if anything was removed
+bool common_download_remove(const std::string & hf_repo_with_tag);
+
+struct common_download_hf_plan {
+ hf_cache::hf_file primary;
+ hf_cache::hf_files model_files;
+ hf_cache::hf_file mmproj;
+ hf_cache::hf_file mtp;
+ hf_cache::hf_file eagle3;
+ hf_cache::hf_file dflash;
+ hf_cache::hf_file dspark;
+ hf_cache::hf_file preset; // if set, only this file is downloaded
+};
+common_download_hf_plan common_download_get_hf_plan(const common_params_model & model, const common_download_opts & opts);
diff --git a/common/fit.cpp b/common/fit.cpp
index 668d892e90..c601fe405e 100644
--- a/common/fit.cpp
+++ b/common/fit.cpp
@@ -26,7 +26,7 @@ class common_params_fit_exception : public std::runtime_error {
using std::runtime_error::runtime_error;
};
-std::vector<llama_device_memory_data> common_get_device_memory_data(
+static std::vector<llama_device_memory_data> common_get_device_memory_data_impl(
const char * path_model,
const llama_model_params * mparams,
const llama_context_params * cparams,
@@ -54,8 +54,7 @@ std::vector<llama_device_memory_data> common_get_device_memory_data(
llama_model_params mparams_copy = *mparams;
mparams_copy.no_alloc = true;
- mparams_copy.use_mmap = false;
- mparams_copy.use_mlock = false;
+ mparams_copy.load_mode = LLAMA_LOAD_MODE_NONE;
llama_model * model = llama_model_load_from_file(path_model, mparams_copy);
if (model == nullptr) {
@@ -138,6 +137,9 @@ std::vector<llama_device_memory_data> common_get_device_memory_data(
}
hp_ngl = llama_model_n_layer(model);
+ if (mparams->load_mtp) {
+ hp_ngl += llama_model_n_layer_nextn(model);
+ }
hp_n_ctx_train = llama_model_n_ctx_train(model);
hp_n_expert = llama_model_n_expert(model);
@@ -150,10 +152,33 @@ std::vector<llama_device_memory_data> common_get_device_memory_data(
return ret;
}
+common_device_memory_data_vec common_get_device_memory_data(
+ const char * path_model,
+ const llama_model_params * mparams,
+ const llama_context_params * cparams,
+ std::vector<ggml_backend_dev_t> & devs,
+ uint32_t & hp_ngl,
+ uint32_t & hp_n_ctx_train,
+ uint32_t & hp_n_expert,
+ ggml_log_level log_level) {
+ std::vector<llama_device_memory_data> impl = common_get_device_memory_data_impl(
+ path_model, mparams, cparams, devs, hp_ngl, hp_n_ctx_train, hp_n_expert, log_level);
+
+ common_device_memory_data_vec ret(impl.size());
+ for (size_t i = 0; i < impl.size(); i++) {
+ ret[i].total = impl[i].total;
+ ret[i].free = impl[i].free;
+ ret[i].model = impl[i].mb.model;
+ ret[i].context = impl[i].mb.context;
+ ret[i].compute = impl[i].mb.compute;
+ }
+ return ret;
+}
+
static void common_params_fit_impl(
const char * path_model, struct llama_model_params * mparams, struct llama_context_params * cparams,
float * tensor_split, struct llama_model_tensor_buft_override * tensor_buft_overrides,
- size_t * margins_s, uint32_t n_ctx_min, enum ggml_log_level log_level) {
+ size_t * margins_s, uint32_t n_ctx_min, const common_fit_extra_model * extra, enum ggml_log_level log_level) {
if (mparams->split_mode == LLAMA_SPLIT_MODE_TENSOR) {
throw common_params_fit_exception("llama_params_fit is not implemented for SPLIT_MODE_TENSOR, abort");
}
@@ -166,10 +191,92 @@ static void common_params_fit_impl(
uint32_t hp_nct = 0; // hparams.n_ctx_train
uint32_t hp_nex = 0; // hparams.n_expert
+ // with non-unified kv, we need to take into account n_streams
+ // for example, if memory can hold more than model's trained context size, we must extend the n_ctx to hold enough n_streams
+ const uint32_t n_streams = cparams->kv_unified ? 1 : std::max<uint32_t>(1, cparams->n_seq_max);
+ const bool n_ctx_auto = cparams->n_ctx == 0;
+
+ dmds_t dmds_extra; // memory of the extra model, laid out on the devices of the main model
+ uint32_t n_ctx_extra = 0; // context that memory was measured at
+
+ // the extra model competes for the same memory as the main model, add it to every measurement
+ // its memory is measured again whenever the context it follows changes
+ auto add_extra_memory = [&](dmds_t & dmds) {
+ if (extra == nullptr) {
+ return;
+ }
+
+ if (dmds_extra.empty() || n_ctx_extra != cparams->n_ctx) {
+ std::vector<ggml_backend_dev_t> devs_extra;
+ uint32_t ngl_extra = 0;
+ uint32_t nct_extra = 0;
+ uint32_t nex_extra = 0;
+
+ extra->cparams->n_ctx = cparams->n_ctx;
+
+ LOG_TRC("%s: getting device memory data for the extra model at a context size of %" PRIu32 ":\n",
+ __func__, cparams->n_ctx);
+
+ dmds_t measured;
+ try {
+ measured = common_get_device_memory_data_impl(
+ extra->path_model, extra->mparams, extra->cparams, devs_extra, ngl_extra, nct_extra, nex_extra, log_level);
+ } catch (const std::runtime_error & e) {
+ // the extra model is optional, fit the main model alone rather than giving up
+ LOG_WRN("%s: failed to measure the memory of the extra model, fitting without it: %s\n", __func__, e.what());
+ dmds_extra = dmds_t(devs.size() + 1);
+ n_ctx_extra = cparams->n_ctx;
+ return;
+ }
+
+ dmds_extra = dmds_t(devs.size() + 1);
+ dmds_extra.back().mb = measured.back().mb;
+ for (size_t je = 0; je < devs_extra.size(); je++) {
+ for (size_t id = 0; id < devs.size(); id++) {
+ if (devs_extra[je] == devs[id]) {
+ dmds_extra[id].mb.model += measured[je].mb.model;
+ dmds_extra[id].mb.context += measured[je].mb.context;
+ dmds_extra[id].mb.compute += measured[je].mb.compute;
+ break;
+ }
+ }
+ }
+ if (extra->shares_model) {
+ for (llama_device_memory_data & dmd : dmds_extra) {
+ dmd.mb.model = 0;
+ }
+ }
+
+ n_ctx_extra = cparams->n_ctx;
+ }
+
+ for (size_t id = 0; id < dmds.size(); id++) {
+ dmds[id].mb.model += dmds_extra[id].mb.model;
+ dmds[id].mb.context += dmds_extra[id].mb.context;
+ dmds[id].mb.compute += dmds_extra[id].mb.compute;
+ }
+ };
+
// step 1: get data for default parameters and check whether any changes are necessary in the first place
LOG_TRC("%s: getting device memory data for initial parameters:\n", __func__);
- const dmds_t dmds_full = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ dmds_t dmds_full = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+
+ // saturate instead of overflowing, this also preserves the UINT32_MAX sentinel of n_ctx_min:
+ const uint32_t n_ctx_max = (uint32_t) std::min<uint64_t>(uint64_t(hp_nct) * n_streams, UINT32_MAX);
+ const uint32_t n_ctx_min_total = (uint32_t) std::min<uint64_t>(uint64_t(n_ctx_min) * n_streams, UINT32_MAX);
+
+ // llama_context would use only hp_nct in total for n_ctx == 0, resolve the context before measuring anything else:
+ if (n_ctx_auto) {
+ cparams->n_ctx = n_ctx_max;
+ if (n_streams > 1) {
+ LOG_TRC("%s: context size unset and KV cache not unified -> using %" PRIu32 " for %" PRIu32 " sequences:\n",
+ __func__, n_ctx_max, n_streams);
+ dmds_full = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ }
+ }
+ add_extra_memory(dmds_full);
+
const size_t nd = devs.size(); // number of devices
std::vector<int64_t> margins; // this function uses int64_t rather than size_t for memory sizes to more conveniently handle deficits
@@ -210,7 +317,7 @@ static void common_params_fit_impl(
sum_projected_used = dmds_full.back().mb.total();
sum_free = dmds_full.back().total;
sum_projected_free = sum_free - sum_projected_used;
- LOG_INF("%s: projected to use %" PRId64 " MiB of host memory vs. %" PRId64 " MiB of total host memory\n",
+ LOG_TRC("%s: projected to use %" PRId64 " MiB of host memory vs. %" PRId64 " MiB of total host memory\n",
__func__, sum_projected_used/MiB, sum_free/MiB);
if (sum_projected_free >= margins[0]) {
LOG_TRC("%s: will leave %" PRId64 " >= %" PRId64 " MiB of system memory, no changes needed\n",
@@ -282,8 +389,8 @@ static void common_params_fit_impl(
"%s: cannot meet free memory targets on all devices, need to use %" PRId64 " MiB less in total\n",
__func__, -global_surplus/MiB);
}
- if (cparams->n_ctx == 0) {
- if (hp_nct > n_ctx_min) {
+ if (n_ctx_auto) {
+ if (n_ctx_max > n_ctx_min_total) {
int64_t sum_used_target = sum_free;
if (nd == 0) {
sum_used_target -= margins[0];
@@ -303,8 +410,9 @@ static void common_params_fit_impl(
}
int64_t sum_projected_used_min_ctx = 0;
- cparams->n_ctx = n_ctx_min;
- const dmds_t dmds_min_ctx = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ cparams->n_ctx = n_ctx_min_total;
+ dmds_t dmds_min_ctx = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ add_extra_memory(dmds_min_ctx);
if (nd == 0) {
sum_projected_used_min_ctx = dmds_min_ctx.back().mb.total();
} else {
@@ -314,14 +422,16 @@ static void common_params_fit_impl(
}
if (sum_used_target > sum_projected_used_min_ctx) {
// linear interpolation between minimum and maximum context size:
- cparams->n_ctx += (hp_nct - n_ctx_min) * (sum_used_target - sum_projected_used_min_ctx)
+ cparams->n_ctx += (n_ctx_max - n_ctx_min_total) * (sum_used_target - sum_projected_used_min_ctx)
/ (sum_projected_used - sum_projected_used_min_ctx);
- cparams->n_ctx = std::max(cparams->n_ctx - cparams->n_ctx % 256, n_ctx_min); // round down context for CUDA backend
+ // round down context for CUDA backend, keep it divisible by the number of streams:
+ const uint32_t align = 256 * n_streams;
+ cparams->n_ctx = std::max(cparams->n_ctx - cparams->n_ctx % align, n_ctx_min_total);
- const int64_t bytes_per_ctx = (sum_projected_used - sum_projected_used_min_ctx) / (hp_nct - n_ctx_min);
- const int64_t memory_reduction = (hp_nct - cparams->n_ctx) * bytes_per_ctx;
+ const int64_t bytes_per_ctx = (sum_projected_used - sum_projected_used_min_ctx) / (n_ctx_max - n_ctx_min_total);
+ const int64_t memory_reduction = (n_ctx_max - cparams->n_ctx) * bytes_per_ctx;
LOG_TRC("%s: context size reduced from %" PRIu32 " to %" PRIu32 " -> need %" PRId64 " MiB less memory in total\n",
- __func__, hp_nct, cparams->n_ctx, memory_reduction/MiB);
+ __func__, n_ctx_max, cparams->n_ctx, memory_reduction/MiB);
if (nd <= 1) {
LOG_TRC("%s: entire model can be fit by reducing context\n", __func__);
return;
@@ -330,14 +440,14 @@ static void common_params_fit_impl(
} else {
const int64_t memory_reduction = sum_projected_used - sum_projected_used_min_ctx;
LOG_TRC("%s: context size reduced from %" PRIu32 " to %" PRIu32 " -> need %" PRId64 " MiB less memory in total\n",
- __func__, hp_nct, cparams->n_ctx, memory_reduction/MiB);
+ __func__, n_ctx_max, cparams->n_ctx, memory_reduction/MiB);
}
} else {
if (n_ctx_min == UINT32_MAX) {
- LOG_TRC("%s: user has requested full context size of %" PRIu32 " -> no change\n", __func__, hp_nct);
+ LOG_TRC("%s: user has requested full context size of %" PRIu32 " -> no change\n", __func__, n_ctx_max);
} else {
LOG_TRC("%s: default model context size is %" PRIu32 " which is <= the min. context size of %" PRIu32 " -> no change\n",
- __func__, hp_nct, n_ctx_min);
+ __func__, n_ctx_max, n_ctx_min_total);
}
}
} else {
@@ -482,8 +592,9 @@ static void common_params_fit_impl(
llama_model_params mparams_copy = *mparams;
set_ngl_tensor_split_tbo(ngl_per_device, overflow_bufts, mparams_copy);
- const dmds_t dmd_nl = common_get_device_memory_data(
+ dmds_t dmd_nl = common_get_device_memory_data_impl(
path_model, &mparams_copy, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ add_extra_memory(dmd_nl);
LOG_TRC("%s: memory for test allocation by device:\n", func_name);
for (size_t id = 0; id < nd; id++) {
@@ -510,8 +621,9 @@ static void common_params_fit_impl(
mparams->tensor_buft_overrides = tensor_buft_overrides;
LOG_TRC("%s: getting device memory data with all MoE tensors moved to system memory:\n", __func__);
- const dmds_t dmds_cpu_moe = common_get_device_memory_data(
+ dmds_t dmds_cpu_moe = common_get_device_memory_data_impl(
path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level);
+ add_extra_memory(dmds_cpu_moe);
for (size_t id = 0; id < nd; id++) {
global_surplus_cpu_moe += dmds_cpu_moe[id].free;
@@ -771,11 +883,12 @@ enum common_params_fit_status common_fit_params(
llama_model_tensor_buft_override * tensor_buft_overrides,
size_t * margins,
uint32_t n_ctx_min,
+ const common_fit_extra_model * extra,
ggml_log_level log_level) {
const int64_t t0_us = llama_time_us();
common_params_fit_status status = COMMON_PARAMS_FIT_STATUS_SUCCESS;
try {
- common_params_fit_impl(path_model, mparams, cparams, tensor_split, tensor_buft_overrides, margins, n_ctx_min, log_level);
+ common_params_fit_impl(path_model, mparams, cparams, tensor_split, tensor_buft_overrides, margins, n_ctx_min, extra, log_level);
LOG_TRC("%s: successfully fit params to free device memory\n", __func__);
} catch (const common_params_fit_exception & e) {
LOG_WRN("%s: failed to fit params to free device memory: %s\n", __func__, e.what());
@@ -940,7 +1053,7 @@ void common_fit_print(
uint32_t hp_nct = 0; // hparams.n_ctx_train
uint32_t hp_nex = 0; // hparams.n_expert
- auto dmd = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, GGML_LOG_LEVEL_ERROR);
+ auto dmd = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, GGML_LOG_LEVEL_ERROR);
GGML_ASSERT(dmd.size() == devs.size() + 1);
for (size_t id = 0; id < devs.size(); id++) {
diff --git a/common/fit.h b/common/fit.h
index 643d342009..824d386b07 100644
--- a/common/fit.h
+++ b/common/fit.h
@@ -1,9 +1,7 @@
#pragma once
#include "ggml.h"
-#include "ggml-backend.h"
#include "llama.h"
-#include "../src/llama-ext.h"
#include <vector>
@@ -13,36 +11,57 @@ enum common_params_fit_status {
COMMON_PARAMS_FIT_STATUS_ERROR = 2, // a hard error occurred, e.g. because no model could be found at the specified path
};
+// a second model that shares the devices of the main model, e.g. a draft model
+// - its context follows the context of the main model, so its memory is measured again whenever that context changes
+// - shares_model tells the fit that the weights are already counted in the main model, as for an MTP context
+struct common_fit_extra_model {
+ const char * path_model;
+ llama_model_params * mparams;
+ llama_context_params * cparams;
+ bool shares_model;
+};
+
// fits mparams and cparams to free device memory (assumes system memory is unlimited)
// - returns true if the parameters could be successfully modified to fit device memory
// - this function is NOT thread safe because it modifies the global llama logger state
// - only parameters that have the same value as in llama_default_model_params are modified
// with the exception of the context size which is modified if and only if equal to 0
-enum common_params_fit_status common_fit_params(
- const char * path_model,
- struct llama_model_params * mparams,
- struct llama_context_params * cparams,
- float * tensor_split, // writable buffer for tensor split, needs at least llama_max_devices elements
- struct llama_model_tensor_buft_override * tensor_buft_overrides, // writable buffer for overrides, needs at least llama_max_tensor_buft_overrides elements
- size_t * margins, // margins of memory to leave per device in bytes
- uint32_t n_ctx_min, // minimum context size to set when trying to reduce memory use
- enum ggml_log_level log_level); // minimum log level to print during fitting, lower levels go to debug log
+common_params_fit_status common_fit_params(
+ const char * path_model,
+ llama_model_params * mparams,
+ llama_context_params * cparams,
+ float * tensor_split, // writable buffer for tensor split, needs at least llama_max_devices elements
+ llama_model_tensor_buft_override * tensor_buft_overrides, // writable buffer for overrides, needs at least llama_max_tensor_buft_overrides elements
+ size_t * margins, // margins of memory to leave per device in bytes
+ uint32_t n_ctx_min, // minimum context size to set when trying to reduce memory use
+ const common_fit_extra_model * extra, // model to fit alongside the main one, nullptr if there is none
+ ggml_log_level log_level); // minimum log level to print during fitting, lower levels go to debug log
// print estimated memory to stdout
void common_fit_print(
- const char * path_model,
- struct llama_model_params * mparams,
- struct llama_context_params * cparams);
+ const char * path_model,
+ llama_model_params * mparams,
+ llama_context_params * cparams);
-void common_memory_breakdown_print(const struct llama_context * ctx);
+void common_memory_breakdown_print(const llama_context * ctx);
+
+struct common_device_memory_data {
+ int64_t total;
+ int64_t free;
+ size_t model;
+ size_t context;
+ size_t compute;
+};
+
+using common_device_memory_data_vec = std::vector<common_device_memory_data>;
// Load a model + context with no_alloc and return the per-device memory breakdown.
-std::vector<llama_device_memory_data> common_get_device_memory_data(
- const char * path_model,
- const struct llama_model_params * mparams,
- const struct llama_context_params * cparams,
- std::vector<ggml_backend_dev_t> & devs,
- uint32_t & hp_ngl,
- uint32_t & hp_n_ctx_train,
- uint32_t & hp_n_expert,
- enum ggml_log_level log_level);
+common_device_memory_data_vec common_get_device_memory_data(
+ const char * path_model,
+ const llama_model_params * mparams,
+ const llama_context_params * cparams,
+ std::vector<ggml_backend_dev_t> & devs,
+ uint32_t & hp_ngl,
+ uint32_t & hp_n_ctx_train,
+ uint32_t & hp_n_expert,
+ ggml_log_level log_level);
diff --git a/common/hf-cache.cpp b/common/hf-cache.cpp
index ba7417a12b..50d6dd6105 100644
--- a/common/hf-cache.cpp
+++ b/common/hf-cache.cpp
@@ -4,9 +4,7 @@
#include "common.h"
#include "log.h"
#include "http.h"
-
-#define JSON_ASSERT GGML_ASSERT
-#include <nlohmann/json.hpp>
+#include "json.h"
#include <filesystem>
#include <fstream>
@@ -15,8 +13,6 @@
#include <string_view>
#include <stdexcept>
-namespace nl = nlohmann;
-
#if defined(_WIN32)
#define WIN32_LEAN_AND_MEAN
#ifndef NOMINMAX
@@ -195,8 +191,8 @@ static void safe_write_file(const fs::path & path, const std::string & data) {
}
}
-static nl::json api_get(const std::string & url,
- const std::string & token) {
+static common_json api_get(const std::string & url,
+ const std::string & token) {
auto [cli, parts] = common_http_client(url);
httplib::Headers headers = {
@@ -214,10 +210,10 @@ static nl::json api_get(const std::string & url,
auto body = res->body;
if (res->status == 200) {
- return nl::json::parse(res->body);
+ return common_json::parse(res->body);
}
try {
- body = nl::json::parse(res->body)["error"].get<std::string>();
+ body = common_json::parse(res->body)["error"].get<std::string>();
} catch (...) { }
throw std::runtime_error("GET failed (" + std::to_string(res->status) + "): " + body);
@@ -280,7 +276,7 @@ static std::string get_repo_commit(const std::string & repo_id,
safe_write_file(refs_path / name, commit);
return commit;
- } catch (const nl::json::exception & e) {
+ } catch (const common_json_error & e) {
LOG_ERR("%s: JSON error: %s\n", __func__, e.what());
} catch (const std::exception & e) {
LOG_ERR("%s: error: %s\n", __func__, e.what());
@@ -358,7 +354,7 @@ hf_files get_repo_files(const std::string & repo_id,
files.push_back(file);
}
- } catch (const nl::json::exception & e) {
+ } catch (const common_json_error & e) {
LOG_ERR("%s: JSON error: %s\n", __func__, e.what());
} catch (const std::exception & e) {
LOG_ERR("%s: error: %s\n", __func__, e.what());
@@ -495,4 +491,19 @@ std::string finalize_file(const hf_file & file) {
return file.final_path;
}
+bool remove_cached_repo(const std::string & repo_id) {
+ if (!is_valid_repo_id(repo_id)) {
+ LOG_WRN("%s: invalid repository: %s\n", __func__, repo_id.c_str());
+ return false;
+ }
+ fs::path repo_path = get_repo_path(repo_id);
+ std::error_code ec;
+ auto removed = fs::remove_all(repo_path, ec);
+ if (ec) {
+ LOG_ERR("%s: failed to remove repo cache %s: %s\n", __func__, repo_path.string().c_str(), ec.message().c_str());
+ return false;
+ }
+ return removed > 0;
+}
+
} // namespace hf_cache
diff --git a/common/hf-cache.h b/common/hf-cache.h
index 23fa0adb72..42c9c6ce34 100644
--- a/common/hf-cache.h
+++ b/common/hf-cache.h
@@ -29,4 +29,7 @@ hf_files get_cached_files(const std::string & repo_id = {});
// Create snapshot path (link or move/copy) and return it
std::string finalize_file(const hf_file & file);
+// Remove the entire cached directory for a repo, returns true if removed
+bool remove_cached_repo(const std::string & repo_id);
+
} // namespace hf_cache
diff --git a/common/http.h b/common/http.h
index d3daccd6bf..878ad1ce28 100644
--- a/common/http.h
+++ b/common/http.h
@@ -2,6 +2,16 @@
#include <cpp-httplib/httplib.h>
+#ifdef _WIN32
+#include <winsock2.h>
+#include <windows.h>
+#else
+#include <sys/socket.h>
+#include <netinet/in.h>
+#include <arpa/inet.h>
+#include <unistd.h>
+#endif
+
struct common_http_url {
std::string scheme;
std::string user;
@@ -11,6 +21,11 @@ struct common_http_url {
std::string path;
};
+// bracket an IPv6 literal host for a URL authority (RFC 3986)
+static std::string common_http_format_host(const std::string & host) {
+ return host.find(':') != std::string::npos ? "[" + host + "]" : host;
+}
+
static common_http_url common_http_parse_url(const std::string & url) {
common_http_url parts;
auto scheme_end = url.find("://");
@@ -49,11 +64,28 @@ static common_http_url common_http_parse_url(const std::string & url) {
parts.path = "/";
}
- auto colon_pos = parts.host.find(':');
+ // split the authority into host and optional port, a bracketed IPv6 literal keeps its inner colons (RFC 3986)
+ std::string port_str;
+ if (!parts.host.empty() && parts.host.front() == '[') {
+ auto close = parts.host.find(']');
+ if (close == std::string::npos) {
+ throw std::runtime_error("invalid IPv6 URL authority: " + parts.host);
+ }
+ auto after = parts.host.substr(close + 1);
+ if (!after.empty() && after.front() == ':') {
+ port_str = after.substr(1);
+ }
+ parts.host = parts.host.substr(1, close - 1);
+ } else {
+ auto colon_pos = parts.host.find(':');
+ if (colon_pos != std::string::npos) {
+ port_str = parts.host.substr(colon_pos + 1);
+ parts.host = parts.host.substr(0, colon_pos);
+ }
+ }
- if (colon_pos != std::string::npos) {
- parts.port = std::stoi(parts.host.substr(colon_pos + 1));
- parts.host = parts.host.substr(0, colon_pos);
+ if (!port_str.empty()) {
+ parts.port = std::stoi(port_str);
} else if (parts.scheme == "http") {
parts.port = 80;
} else if (parts.scheme == "https") {
@@ -83,7 +115,7 @@ static std::pair<httplib::Client, common_http_url> common_http_client(const std:
}
#endif
- httplib::Client cli(parts.scheme + "://" + parts.host + ":" + std::to_string(parts.port));
+ httplib::Client cli(parts.scheme + "://" + common_http_format_host(parts.host) + ":" + std::to_string(parts.port));
if (!parts.user.empty()) {
cli.set_basic_auth(parts.user, parts.password);
@@ -95,5 +127,65 @@ static std::pair<httplib::Client, common_http_url> common_http_client(const std:
}
static std::string common_http_show_masked_url(const common_http_url & parts) {
- return parts.scheme + "://" + (parts.user.empty() ? "" : "****:****@") + parts.host + parts.path;
+ return parts.scheme + "://" + (parts.user.empty() ? "" : "****:****@") + common_http_format_host(parts.host) + parts.path;
+}
+
+static int common_http_get_free_port() {
+#ifdef _WIN32
+ WSADATA wsaData;
+ if (WSAStartup(MAKEWORD(2, 2), &wsaData) != 0) {
+ return -1;
+ }
+ typedef SOCKET native_socket_t;
+#define INVALID_SOCKET_VAL INVALID_SOCKET
+#define CLOSE_SOCKET(s) closesocket(s)
+#else
+ typedef int native_socket_t;
+#define INVALID_SOCKET_VAL -1
+#define CLOSE_SOCKET(s) close(s)
+#endif
+
+ native_socket_t sock = socket(AF_INET, SOCK_STREAM, 0);
+ if (sock == INVALID_SOCKET_VAL) {
+#ifdef _WIN32
+ WSACleanup();
+#endif
+ return -1;
+ }
+
+ struct sockaddr_in serv_addr;
+ std::memset(&serv_addr, 0, sizeof(serv_addr));
+ serv_addr.sin_family = AF_INET;
+ serv_addr.sin_addr.s_addr = htonl(INADDR_ANY);
+ serv_addr.sin_port = htons(0);
+
+ if (bind(sock, (struct sockaddr*)&serv_addr, sizeof(serv_addr)) != 0) {
+ CLOSE_SOCKET(sock);
+#ifdef _WIN32
+ WSACleanup();
+#endif
+ return -1;
+ }
+
+#ifdef _WIN32
+ int namelen = sizeof(serv_addr);
+#else
+ socklen_t namelen = sizeof(serv_addr);
+#endif
+ if (getsockname(sock, (struct sockaddr*)&serv_addr, &namelen) != 0) {
+ CLOSE_SOCKET(sock);
+#ifdef _WIN32
+ WSACleanup();
+#endif
+ return -1;
+ }
+
+ int port = ntohs(serv_addr.sin_port);
+
+ CLOSE_SOCKET(sock);
+#ifdef _WIN32
+ WSACleanup();
+#endif
+
+ return port;
}
diff --git a/common/imatrix-loader.cpp b/common/imatrix-loader.cpp
index efe9aecee3..71d3b500ff 100644
--- a/common/imatrix-loader.cpp
+++ b/common/imatrix-loader.cpp
@@ -102,7 +102,8 @@ bool common_imatrix_load(const std::string & fname, common_imatrix & imatrix) {
const int64_t chunk_count_key = gguf_find_key(ctx_gguf, LLM_KV_IMATRIX_CHUNK_COUNT);
const int64_t chunk_size_key = gguf_find_key(ctx_gguf, LLM_KV_IMATRIX_CHUNK_SIZE);
- if (datasets_key != -1 && gguf_get_arr_type(ctx_gguf, datasets_key) == GGUF_TYPE_STRING) {
+ if (datasets_key != -1 && gguf_get_kv_type(ctx_gguf, datasets_key) == GGUF_TYPE_ARRAY &&
+ gguf_get_arr_type(ctx_gguf, datasets_key) == GGUF_TYPE_STRING) {
const int64_t n = gguf_get_arr_n(ctx_gguf, datasets_key);
imatrix.datasets.reserve(imatrix.datasets.size() + n);
for (int64_t i = 0; i < n; ++i) {
@@ -143,6 +144,13 @@ bool common_imatrix_load(const std::string & fname, common_imatrix & imatrix) {
return false;
}
+ if (in_sum2->type != GGML_TYPE_F32 || counts->type != GGML_TYPE_F32) {
+ LOG_ERR("%s: sums and counts for %s must be F32\n", __func__, name.c_str());
+ gguf_free(ctx_gguf);
+ ggml_free(ctx);
+ return false;
+ }
+
auto & e = imatrix.entries[name];
const int64_t nval = ggml_nelements(in_sum2);
diff --git a/common/jinja/README.md b/common/jinja/README.md
index 8291240767..5b97fc92c5 100644
--- a/common/jinja/README.md
+++ b/common/jinja/README.md
@@ -7,7 +7,7 @@ The implementation can be found in the `common/jinja` directory.
## Key Features
- Input marking: security against special token injection
-- Decoupled from `nlohmann::json`: this dependency is only used for JSON-to-internal type translation and is completely optional
+- Decoupled from the JSON library: `common_json` is only used for JSON-to-internal type translation and is completely optional
- Minimal primitive types: int, float, bool, string, array, object, none, undefined
- Detailed logging: allow source tracing on error
- Clean architecture: workarounds are applied to input data before entering the runtime (see `common/chat.cpp`)
diff --git a/common/jinja/caps.cpp b/common/jinja/caps.cpp
index ead864763e..9971c021e1 100644
--- a/common/jinja/caps.cpp
+++ b/common/jinja/caps.cpp
@@ -4,34 +4,53 @@
// note: the json dependency is only for defining input in a convenient way
// we can remove it in the future when we figure out a better way to define inputs using jinja::value
-#include <nlohmann/json.hpp>
+#include "json.h"
#include <functional>
#include <sstream>
#define FILENAME "jinja-caps"
-using json = nlohmann::ordered_json;
+using json = common_json;
namespace jinja {
using caps_json_fn = std::function<json()>;
-using caps_analyze_fn = std::function<void(bool, value &, value &)>;
+using caps_ctx_fn = std::function<void(context &)>;
+using caps_analyze_fn = std::function<void(context &, bool, value &, value &, const std::string &)>;
+
+void caps_apply_preserve_reasoning(jinja::context & ctx, bool enabled) {
+ ctx.set_val("preserve_thinking", mk_val<value_bool>(enabled));
+ ctx.set_val("clear_thinking", mk_val<value_bool>(!enabled));
+ ctx.set_val("truncate_history_thinking", mk_val<value_bool>(!enabled));
+ ctx.set_val("drop_thinking", mk_val<value_bool>(!enabled));
+}
+
+void caps_apply_reasoning_effort(jinja::context & ctx, const std::string & effort) {
+ value var = mk_val<value_string>(effort); // bind to the same value for stats
+ ctx.set_val("reasoning_effort", var);
+ ctx.set_val("reasoning_strength", var);
+}
static void caps_try_execute(jinja::program & prog,
const caps_json_fn & messages_fn,
+ const caps_ctx_fn & ctx_fn,
const caps_json_fn & tools_fn,
const caps_analyze_fn & analyze_fn) {
context ctx;
ctx.is_get_stats = true;
jinja::global_from_json(ctx, json{
{"messages", messages_fn()},
- {"tools", tools_fn()},
+ {"tools", tools_fn ? tools_fn() : json::array()},
{"bos_token", ""},
{"eos_token", ""},
{"add_generation_prompt", true}
}, true);
+ if (ctx_fn) {
+ ctx_fn(ctx);
+ }
+
auto messages = ctx.get_val("messages");
auto tools = ctx.get_val("tools");
@@ -49,7 +68,7 @@ static void caps_try_execute(jinja::program & prog,
// ignore exceptions during capability analysis
}
- analyze_fn(success, messages, tools);
+ analyze_fn(ctx, success, messages, tools, result);
}
// for debugging only
@@ -74,6 +93,7 @@ std::map<std::string, bool> caps::to_map() const {
{"supports_parallel_tool_calls", supports_parallel_tool_calls},
{"supports_system_role", supports_system_role},
{"supports_preserve_reasoning", supports_preserve_reasoning},
+ {"supports_reasoning_effort", supports_reasoning_effort},
{"supports_object_arguments", supports_object_arguments},
};
}
@@ -97,6 +117,8 @@ caps caps_get(jinja::program & prog) {
JJ_DEBUG("%s\n", ">>> Running capability check: typed content");
+ static const std::string content_marker = "STRING_MARKER";
+
// case: typed content support
caps_try_execute(
prog,
@@ -105,24 +127,26 @@ caps caps_get(jinja::program & prog) {
return json::array({
{
{"role", "user"},
- {"content", "content"}
+ {"content", content_marker}
}
});
},
- [&]() {
- // tools
- return json{nullptr};
- },
- [&](bool success, value & messages, value &) {
+ nullptr, // ctx_fn
+ nullptr, // tools_fn
+ [&](context &, bool success, value & messages, value &, const std::string & rendered) {
auto & content = messages->at(0)->at("content");
caps_print_stats(content, "messages[0].content");
- if (has_op(content, "selectattr") || has_op(content, "array_access")) {
+ bool used_as_array = has_op(content, "selectattr") || has_op(content, "array_access");
+ if (used_as_array) {
// accessed as an array
result.supports_typed_content = true;
}
if (!success) {
// failed to execute with content as string
result.supports_string_content = false;
+ } else if (used_as_array && rendered.find(content_marker) == std::string::npos) {
+ // edge case: string may be accessed for checking, but does not appear in the output
+ result.supports_string_content = false;
}
}
);
@@ -145,11 +169,9 @@ caps caps_get(jinja::program & prog) {
},
});
},
- [&]() {
- // tools
- return json::array();
- },
- [&](bool, value & messages, value &) {
+ nullptr, // ctx_fn
+ nullptr, // tools_fn
+ [&](context &, bool, value & messages, value &, const std::string &) {
auto & content = messages->at(0)->at("content");
caps_print_stats(content, "messages[0].content");
if (!content->stats.used) {
@@ -201,6 +223,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
+ nullptr, // ctx_fn
[&]() {
// tools
return json::array({
@@ -224,7 +247,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
- [&](bool success, value & messages, value & tools) {
+ [&](context &, bool success, value & messages, value & tools, const std::string &) {
if (!success) {
return; // Nothing can be inferred
}
@@ -293,6 +316,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
+ nullptr, // ctx_fn
[&]() {
// tools
return json::array({
@@ -316,7 +340,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
- [&](bool success, value & messages, value & tools) {
+ [&](context &, bool success, value & messages, value & tools, const std::string &) {
if (!success) {
result.supports_tool_calls = false;
result.supports_tools = false;
@@ -394,6 +418,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
+ nullptr, // ctx_fn
[&]() {
// tools
return json::array({
@@ -417,7 +442,7 @@ caps caps_get(jinja::program & prog) {
},
});
},
- [&](bool success, value & messages, value & /*tools*/) {
+ [&](context &, bool success, value & messages, value &, const std::string &) {
if (!success) {
result.supports_parallel_tool_calls = false;
return;
@@ -438,11 +463,22 @@ caps caps_get(jinja::program & prog) {
JJ_DEBUG("%s\n", ">>> Running capability check: preserve reasoning");
// case: preserve reasoning content in chat history
+ const std::string reasoning_placeholder = "<REASONING_CONTENT_PLACEHOLDER>";
caps_try_execute(
prog,
[&]() {
// messages
return json::array({
+ {
+ {"role", "user"},
+ {"content", "User message"}
+ },
+ {
+ {"role", "assistant"},
+ {"content", "Assistant message"},
+ // check of reasoning_content deeper in the history, not just the last assistant message
+ {"reasoning_content", reasoning_placeholder}
+ },
{
{"role", "user"},
{"content", "User message"}
@@ -458,19 +494,45 @@ caps caps_get(jinja::program & prog) {
},
});
},
- [&]() {
- // tools
- return json::array();
+ [&](context & ctx) {
+ ctx.set_val("enable_thinking", mk_val<value_bool>(true));
+ caps_apply_preserve_reasoning(ctx, true);
},
- [&](bool, value & messages, value &) {
- auto & content = messages->at(1)->at("reasoning_content");
- caps_print_stats(content, "messages[1].reasoning_content");
- if (content->stats.used) {
+ nullptr, // tools_fn
+ [&](context &, bool, value &, value &, const std::string & output) {
+ // note: we cannot use stats here because the reasoning_content may be used for "if" condition test, but not actually outputted in the final result
+ if (output.find(reasoning_placeholder) != std::string::npos) {
result.supports_preserve_reasoning = true;
}
}
);
+ JJ_DEBUG("%s\n", ">>> Running capability check: reasoning effort");
+
+ // case: reasoning effort level
+ caps_try_execute(
+ prog,
+ [&]() {
+ // messages
+ return json::array({
+ {
+ {"role", "user"},
+ {"content", "User message"}
+ },
+ });
+ },
+ [&](context & ctx) {
+ ctx.set_val("enable_thinking", mk_val<value_bool>(true));
+ caps_apply_reasoning_effort(ctx, "low");
+ },
+ nullptr, // tools_fn
+ [&](context & ctx, bool, value &, value &, const std::string &) {
+ value effort = ctx.get_val("reasoning_effort");
+ caps_print_stats(effort, "reasoning_effort");
+ result.supports_reasoning_effort = effort->stats.used;
+ }
+ );
+
JJ_DEBUG("%s\n", result.to_string().c_str());
return result;
diff --git a/common/jinja/caps.h b/common/jinja/caps.h
index 93a7fe0926..b81dd95f2e 100644
--- a/common/jinja/caps.h
+++ b/common/jinja/caps.h
@@ -12,7 +12,12 @@ struct caps {
bool supports_tool_calls = true;
bool supports_system_role = true;
bool supports_parallel_tool_calls = true;
- bool supports_preserve_reasoning = false; // support assistant message with reasoning_content
+
+ // supports preserve reasoning trace in the full history, not just the last assistant message
+ bool supports_preserve_reasoning = false;
+
+ // supports reasoning effort levels
+ bool supports_reasoning_effort = false;
// one of the 2 content capabilities must be true
bool supports_string_content = true;
@@ -29,4 +34,7 @@ struct caps {
caps caps_get(jinja::program & prog);
+void caps_apply_preserve_reasoning(jinja::context & ctx, bool enabled);
+void caps_apply_reasoning_effort(jinja::context & ctx, const std::string & effort);
+
} // namespace jinja
diff --git a/common/jinja/runtime.cpp b/common/jinja/runtime.cpp
index f81d98d954..4ce79e32aa 100644
--- a/common/jinja/runtime.cpp
+++ b/common/jinja/runtime.cpp
@@ -263,7 +263,7 @@ value binary_expression::execute_impl(context & ctx) {
return res;
}
for (int64_t i = 0; i < repeat; ++i) {
- res->val_str = res->val_str.append(str);
+ res->val_str.append(str);
}
return res;
}
@@ -316,12 +316,22 @@ value filter_expression::execute_impl(context & ctx) {
JJ_DEBUG("Applying filter to %s", input->type().c_str());
+ auto set_filter_alias = [](auto & filter_id) {
+ if (filter_id == "count") {
+ filter_id = "length";
+ } else if (filter_id == "d") {
+ filter_id = "default";
+ } else if (filter_id == "e") {
+ filter_id = "escape";
+ } else if (filter_id == "trim") {
+ filter_id = "strip";
+ }
+ };
+
if (is_stmt<identifier>(filter)) {
auto filter_id = cast_stmt<identifier>(filter)->val;
- if (filter_id == "trim") {
- filter_id = "strip"; // alias
- }
+ set_filter_alias(filter_id);
JJ_DEBUG("Applying filter '%s' to %s", filter_id.c_str(), input->type().c_str());
// TODO: Refactor filters so this coercion can be done automatically
if (!input->is_undefined() && !is_val<value_string>(input) && (
@@ -345,9 +355,7 @@ value filter_expression::execute_impl(context & ctx) {
}
auto filter_id = cast_stmt<identifier>(call->callee)->val;
- if (filter_id == "trim") {
- filter_id = "strip"; // alias
- }
+ set_filter_alias(filter_id);
JJ_DEBUG("Applying filter '%s' with arguments to %s", filter_id.c_str(), input->type().c_str());
func_args args(ctx);
for (const auto & arg_expr : call->args) {
@@ -678,59 +686,62 @@ value set_statement::execute_impl(context & ctx) {
return mk_val<value_undefined>();
}
+static inline void bind_parameters(const std::string & name, const statements & this_args, const func_args & args, context & ctx) {
+ const size_t expected_count = this_args.size();
+ const size_t input_count = args.count();
+
+ JJ_DEBUG("Invoking '%s' with %zu input arguments (expected %zu)", name.c_str(), input_count, expected_count);
+ for (size_t i = 0; i < expected_count; ++i) {
+ if (i < input_count) {
+ if (is_stmt<identifier>(this_args[i])) {
+ // normal parameter
+ std::string param_name = cast_stmt<identifier>(this_args[i])->val;
+ value param_value = args.get_kwarg_or_pos(param_name, i);
+ JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str());
+ ctx.set_val(param_name, param_value);
+ } else if (is_stmt<keyword_argument_expression>(this_args[i])) {
+ // default argument used as normal parameter
+ auto kwarg = cast_stmt<keyword_argument_expression>(this_args[i]);
+ if (!is_stmt<identifier>(kwarg->key)) {
+ throw std::runtime_error("Keyword argument key must be an identifier in '" + name + "'");
+ }
+ std::string param_name = cast_stmt<identifier>(kwarg->key)->val;
+ value param_value = args.get_kwarg_or_pos(param_name, i);
+ JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str());
+ ctx.set_val(param_name, param_value);
+ } else {
+ throw std::runtime_error("Invalid parameter type in '" + name + "'");
+ }
+ } else {
+ auto & default_arg = this_args[i];
+ if (is_stmt<keyword_argument_expression>(default_arg)) {
+ auto kwarg = cast_stmt<keyword_argument_expression>(default_arg);
+ if (!is_stmt<identifier>(kwarg->key)) {
+ throw std::runtime_error("Keyword argument key must be an identifier in '" + name + "'");
+ }
+ std::string param_name = cast_stmt<identifier>(kwarg->key)->val;
+ JJ_DEBUG(" Binding parameter '%s' to default argument of type %s", param_name.c_str(), kwarg->val->type().c_str());
+ ctx.set_val(param_name, kwarg->val->execute(args.ctx));
+ } else {
+ throw std::runtime_error("Not enough arguments provided to '" + name + "'");
+ }
+ //std::string param_name = cast_stmt<identifier>(default_args[i])->val;
+ //JJ_DEBUG(" Binding parameter '%s' to default", param_name.c_str());
+ //ctx.var[param_name] = default_args[i]->execute(ctx);
+ }
+ }
+}
+
value macro_statement::execute_impl(context & ctx) {
if (!is_stmt<identifier>(this->name)) {
throw std::runtime_error("Macro name must be an identifier");
}
std::string name = cast_stmt<identifier>(this->name)->val;
- const func_handler func = [this, name, &ctx](const func_args & args) -> value {
- size_t expected_count = this->args.size();
- size_t input_count = args.count();
+ const func_handler func = [this, name](const func_args & args) -> value {
+ context macro_ctx(args.ctx); // new scope for macro execution
- JJ_DEBUG("Invoking macro '%s' with %zu input arguments (expected %zu)", name.c_str(), input_count, expected_count);
- context macro_ctx(ctx); // new scope for macro execution
-
- // bind parameters
- for (size_t i = 0; i < expected_count; ++i) {
- if (i < input_count) {
- if (is_stmt<identifier>(this->args[i])) {
- // normal parameter
- std::string param_name = cast_stmt<identifier>(this->args[i])->val;
- value param_value = args.get_kwarg_or_pos(param_name, i);
- JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str());
- macro_ctx.set_val(param_name, param_value);
- } else if (is_stmt<keyword_argument_expression>(this->args[i])) {
- // default argument used as normal parameter
- auto kwarg = cast_stmt<keyword_argument_expression>(this->args[i]);
- if (!is_stmt<identifier>(kwarg->key)) {
- throw std::runtime_error("Keyword argument key must be an identifier in macro '" + name + "'");
- }
- std::string param_name = cast_stmt<identifier>(kwarg->key)->val;
- value param_value = args.get_kwarg_or_pos(param_name, i);
- JJ_DEBUG(" Binding parameter '%s' to argument of type %s", param_name.c_str(), param_value->type().c_str());
- macro_ctx.set_val(param_name, param_value);
- } else {
- throw std::runtime_error("Invalid parameter type in macro '" + name + "'");
- }
- } else {
- auto & default_arg = this->args[i];
- if (is_stmt<keyword_argument_expression>(default_arg)) {
- auto kwarg = cast_stmt<keyword_argument_expression>(default_arg);
- if (!is_stmt<identifier>(kwarg->key)) {
- throw std::runtime_error("Keyword argument key must be an identifier in macro '" + name + "'");
- }
- std::string param_name = cast_stmt<identifier>(kwarg->key)->val;
- JJ_DEBUG(" Binding parameter '%s' to default argument of type %s", param_name.c_str(), kwarg->val->type().c_str());
- macro_ctx.set_val(param_name, kwarg->val->execute(ctx));
- } else {
- throw std::runtime_error("Not enough arguments provided to macro '" + name + "'");
- }
- //std::string param_name = cast_stmt<identifier>(default_args[i])->val;
- //JJ_DEBUG(" Binding parameter '%s' to default", param_name.c_str());
- //macro_ctx.var[param_name] = default_args[i]->execute(ctx);
- }
- }
+ bind_parameters(name, this->args, args, macro_ctx);
// execute macro body
JJ_DEBUG("Executing macro '%s' body with %zu statements", name.c_str(), this->body.size());
@@ -744,6 +755,46 @@ value macro_statement::execute_impl(context & ctx) {
return mk_val<value_undefined>();
}
+value call_statement::execute_impl(context & ctx) {
+ auto call_expr = cast_stmt<call_expression>(this->call);
+ if (!call_expr) {
+ throw std::runtime_error("Call statement requires a valid call expression");
+ }
+
+ value callee_val = call_expr->callee->execute(ctx);
+ if (!is_val<value_func>(callee_val)) {
+ throw std::runtime_error("Callee is not a function: got " + callee_val->type());
+ }
+ auto * callee_func = cast_val<value_func>(callee_val);
+
+ context caller_ctx(ctx); // new scope for caller execution
+
+ const func_handler func = [this, caller_ctx = std::move(caller_ctx)](const func_args & args) -> value {
+ context block_ctx(caller_ctx); // new scope for block execution
+
+ bind_parameters("caller", this->caller_args, args, block_ctx);
+
+ JJ_DEBUG("Executing call body with %zu statements", this->body.size());
+ auto res = exec_statements(this->body, block_ctx);
+ JJ_DEBUG("Call body execution complete, result: %s", res->val_str.str().c_str());
+ return res;
+ };
+
+ context call_ctx(ctx);
+ call_ctx.set_val("caller", mk_val<value_func>("caller", func));
+
+ func_args args(call_ctx);
+
+ for (const auto & arg_expr : call_expr->args) {
+ auto arg_val = arg_expr->execute(ctx);
+ JJ_DEBUG(" Argument type: %s", arg_val->type().c_str());
+ args.push_back(arg_val);
+ }
+
+ JJ_DEBUG("Calling macro '%s' with %zu arguments", callee_func->name.c_str(), args.count());
+ return callee_func->invoke(args);
+}
+
value member_expression::execute_impl(context & ctx) {
value object = this->object->execute(ctx);
@@ -761,9 +812,9 @@ value member_expression::execute_impl(context & ctx) {
if (is_stmt<slice_expression>(this->property)) {
auto s = cast_stmt<slice_expression>(this->property);
- value start_val = s->start_expr ? s->start_expr->execute(ctx) : mk_val<value_int>(0);
- value stop_val = s->stop_expr ? s->stop_expr->execute(ctx) : mk_val<value_int>(arr_size);
value step_val = s->step_expr ? s->step_expr->execute(ctx) : mk_val<value_int>(1);
+ value start_val = s->start_expr ? s->start_expr->execute(ctx) : (step_val->as_int() < 0 ? mk_val<value_int>(arr_size - 1) : mk_val<value_int>(0));
+ value stop_val = s->stop_expr ? s->stop_expr->execute(ctx) : (step_val->as_int() < 0 ? mk_val<value_int>(-1) : mk_val<value_int>(arr_size));
// translate to function call: obj.slice(start, stop, step)
JJ_DEBUG("Member expression is a slice: start %s, stop %s, step %s",
@@ -903,4 +954,50 @@ value keyword_argument_expression::execute_impl(context & ctx) {
return mk_val<value_kwarg>(k, v);
}
+std::string runtime::debug_dump_program(const program & prog, const std::string & src) {
+ std::ostringstream oss;
+ size_t lvl = 0;
+ context ctx;
+ ctx.src.reset(new std::string(src));
+
+ auto indent = [](size_t lvl) -> std::string {
+ return std::string(lvl * 2, ' ');
+ };
+
+ ctx.visitor = [&](bool is_leaf, statement * node, std::vector<visitor_pair> children) {
+ oss << indent(lvl) << node->type() << ":\n";
+ lvl++;
+ if (is_leaf) {
+ const auto & pos = node->pos;
+ oss << indent(lvl) << "(leaf) at " << get_line_col(src, pos) << " in source:\n";
+ std::string snippet = peak_source(src, pos);
+ string_replace_all(snippet, "\n", "\n" + indent(lvl));
+ oss << indent(lvl) << snippet << "\n";
+ } else {
+ for (auto & [label, children_vec] : children) {
+ oss << indent(lvl) << label << ":\n";
+ lvl++;
+ if (children_vec.empty()) {
+ oss << indent(lvl) << "<empty>\n\n";
+ } else {
+ for (auto * child : children_vec) {
+ if (!child) {
+ continue;
+ }
+ child->visit(ctx);
+ }
+ }
+ lvl--;
+ }
+ }
+ lvl--;
+ };
+
+ for (const auto & stmt : prog.body) {
+ stmt->visit(ctx);
+ }
+
+ return oss.str();
+}
+
} // namespace jinja
diff --git a/common/jinja/runtime.h b/common/jinja/runtime.h
index b6f4a6ab48..69bd683c68 100644
--- a/common/jinja/runtime.h
+++ b/common/jinja/runtime.h
@@ -47,12 +47,19 @@ const T * cast_stmt(const statement_ptr & ptr) {
// not thread-safe
void enable_debug(bool enable);
+// for visiting AST nodes
+// function signature: void(bool is_leaf, statement * node, pair of <label, children>)
+using visitor_pair = std::pair<std::string, std::vector<statement *>>;
+using visitor_fn = std::function<void(bool, statement *, std::vector<visitor_pair>)>;
+
struct context {
std::shared_ptr<std::string> src; // for debugging; use shared_ptr to avoid copying on scope creation
std::time_t current_time; // for functions that need current time
bool is_get_stats = false; // whether to collect stats
+ visitor_fn visitor;
+
// src is optional, used for error reporting
context(std::string src = "") : src(std::make_shared<std::string>(std::move(src))) {
env = mk_val<value_object>();
@@ -99,6 +106,15 @@ private:
value_object env;
};
+// utils for visiting AST nodes
+static std::vector<statement *> stmts_to_ptr(const statements & stmts) {
+ std::vector<statement *> children;
+ for (const auto & stmt : stmts) {
+ children.push_back(stmt.get());
+ }
+ return children;
+}
+
/**
* Base class for all nodes in the AST.
*/
@@ -106,6 +122,7 @@ struct statement {
size_t pos; // position in source, for debugging
virtual ~statement() = default;
virtual std::string type() const { return "Statement"; }
+ virtual void visit(context & ctx) { ctx.visitor(true, this, {}); }
// execute_impl must be overridden by derived classes
virtual value execute_impl(context &) { throw_exec_error(); }
@@ -166,6 +183,13 @@ struct if_statement : public statement {
std::string type() const override { return "If"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"test", {test.get()}},
+ {"body", stmts_to_ptr(body)},
+ {"alternate", stmts_to_ptr(alternate)}
+ });
+ }
};
struct identifier;
@@ -190,6 +214,14 @@ struct for_statement : public statement {
std::string type() const override { return "For"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"loopvar", {loopvar.get()}},
+ {"iterable", {iterable.get()}},
+ {"body", stmts_to_ptr(body)},
+ {"default_block", stmts_to_ptr(default_block)}
+ });
+ }
};
struct break_statement : public statement {
@@ -241,6 +273,13 @@ struct set_statement : public statement {
std::string type() const override { return "Set"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"assignee", {assignee.get()}},
+ {"value", {val.get()}},
+ {"body", stmts_to_ptr(body)}
+ });
+ }
};
struct macro_statement : public statement {
@@ -256,6 +295,13 @@ struct macro_statement : public statement {
std::string type() const override { return "Macro"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"name", {name.get()}},
+ {"args", stmts_to_ptr(args)},
+ {"body", stmts_to_ptr(body)}
+ });
+ }
};
struct comment_statement : public statement {
@@ -289,6 +335,12 @@ struct member_expression : public expression {
}
std::string type() const override { return "MemberExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"object", {object.get()}},
+ {"property", {property.get()}}
+ });
+ }
};
struct call_expression : public expression {
@@ -302,6 +354,12 @@ struct call_expression : public expression {
}
std::string type() const override { return "CallExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"callee", {callee.get()}},
+ {"args", stmts_to_ptr(args)}
+ });
+ }
};
/**
@@ -405,6 +463,12 @@ struct binary_expression : public expression {
}
std::string type() const override { return "BinaryExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"left", {left.get()}},
+ {"right", {right.get()}}
+ });
+ }
};
/**
@@ -431,6 +495,12 @@ struct filter_expression : public expression {
std::string type() const override { return "FilterExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"operand", {operand.get()}},
+ {"filter", {filter.get()}}
+ });
+ }
};
struct filter_statement : public statement {
@@ -443,6 +513,12 @@ struct filter_statement : public statement {
}
std::string type() const override { return "FilterStatement"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"filter", {filter.get()}},
+ {"body", stmts_to_ptr(body)}
+ });
+ }
};
/**
@@ -468,6 +544,12 @@ struct select_expression : public expression {
}
return lhs->execute_impl(ctx);
}
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"lhs", {lhs.get()}},
+ {"test", {test.get()}}
+ });
+ }
};
/**
@@ -486,6 +568,12 @@ struct test_expression : public expression {
}
std::string type() const override { return "TestExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"operand", {operand.get()}},
+ {"test", {test.get()}}
+ });
+ }
};
/**
@@ -501,6 +589,11 @@ struct unary_expression : public expression {
}
std::string type() const override { return "UnaryExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"argument", {argument.get()}}
+ });
+ }
};
struct slice_expression : public expression {
@@ -518,6 +611,13 @@ struct slice_expression : public expression {
[[noreturn]] value execute_impl(context &) override {
throw std::runtime_error("must be handled by MemberExpression");
}
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"start_expr", {start_expr.get()}},
+ {"stop_expr", {stop_expr.get()}},
+ {"step_expr", {step_expr.get()}}
+ });
+ }
};
struct keyword_argument_expression : public expression {
@@ -531,6 +631,12 @@ struct keyword_argument_expression : public expression {
}
std::string type() const override { return "KeywordArgumentExpression"; }
value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"key", {key.get()}},
+ {"val", {val.get()}}
+ });
+ }
};
struct spread_expression : public expression {
@@ -539,6 +645,11 @@ struct spread_expression : public expression {
chk_type<expression>(this->argument);
}
std::string type() const override { return "SpreadExpression"; }
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"argument", {argument.get()}}
+ });
+ }
};
struct call_statement : public statement {
@@ -552,6 +663,14 @@ struct call_statement : public statement {
for (const auto & arg : this->caller_args) chk_type<expression>(arg);
}
std::string type() const override { return "CallStatement"; }
+ value execute_impl(context & ctx) override;
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"call", {call.get()}},
+ {"caller_args", stmts_to_ptr(caller_args)},
+ {"body", stmts_to_ptr(body)}
+ });
+ }
};
struct ternary_expression : public expression {
@@ -574,6 +693,13 @@ struct ternary_expression : public expression {
return false_expr->execute(ctx);
}
}
+ void visit(context & ctx) override {
+ ctx.visitor(false, this, {
+ {"condition", {condition.get()}},
+ {"true_expr", {true_expr.get()}},
+ {"false_expr", {false_expr.get()}}
+ });
+ }
};
struct raised_exception : public std::exception {
@@ -637,16 +763,26 @@ struct runtime {
gather_string_parts_recursive(val, parts);
// join consecutive parts with the same type
auto & p = parts->val_str.parts;
- for (size_t i = 1; i < p.size(); ) {
- if (p[i].is_input == p[i - 1].is_input) {
- p[i - 1].val += p[i].val;
- p.erase(p.begin() + i);
+ if (p.empty()) {
+ return parts;
+ }
+ size_t w = 0;
+ for (size_t r = 1; r < p.size(); r++) {
+ if (p[w].is_input == p[r].is_input) {
+ p[w].val += p[r].val;
} else {
- i++;
+ w++;
+ if (w != r) {
+ // the guard is needed, self-move leaves the string in an unspecified state
+ p[w] = std::move(p[r]);
+ }
}
}
+ p.resize(w + 1);
return parts;
}
+
+ static std::string debug_dump_program(const program & prog, const std::string & src);
};
} // namespace jinja
diff --git a/common/jinja/string.cpp b/common/jinja/string.cpp
index 8087e15b35..bde679e4e9 100644
--- a/common/jinja/string.cpp
+++ b/common/jinja/string.cpp
@@ -103,7 +103,7 @@ void string::mark_input_based_on(const string & other) {
}
}
-string string::append(const string & other) {
+string & string::append(const string & other) {
for (const auto & part : other.parts) {
parts.push_back(part);
}
diff --git a/common/jinja/string.h b/common/jinja/string.h
index c4963000ad..669afb8f1d 100644
--- a/common/jinja/string.h
+++ b/common/jinja/string.h
@@ -47,7 +47,7 @@ struct string {
// mark this string as input if other has ALL parts as input
void mark_input_based_on(const string & other);
- string append(const string & other);
+ string & append(const string & other);
// in-place transformations
diff --git a/common/jinja/value.cpp b/common/jinja/value.cpp
index 0b79098cd1..6999ef7d67 100644
--- a/common/jinja/value.cpp
+++ b/common/jinja/value.cpp
@@ -3,7 +3,7 @@
#include "value.h"
// for converting from JSON to jinja values
-#include <nlohmann/json.hpp>
+#include "json.h"
#include <sstream>
#include <string>
@@ -90,14 +90,14 @@ static T slice(const T & array, int64_t start, int64_t stop, int64_t step = 1) {
stop_val = std::min(stop_val, len);
}
} else {
- start_val = len - 1;
+ start_val = start;
if (start_val < 0) {
- start_val = std::max(len + start_val, (int64_t)-1);
+ start_val = std::max(len + start_val, (int64_t)0);
} else {
start_val = std::min(start_val, len - 1);
}
- stop_val = -1;
+ stop_val = stop;
if (stop_val < -1) {
stop_val = std::max(len + stop_val, (int64_t)-1);
} else {
@@ -673,6 +673,9 @@ const func_builtins & value_string_t::get_builtins() const {
std::string str = val_input->as_string().str();
// FIXME: Support non-specified delimiter (split on consecutive (no leading or trailing) whitespace)
std::string delim = (args.count() > 1) ? args.get_pos(1)->as_string().str() : " ";
+ if (delim.empty()) {
+ throw raised_exception("empty separator");
+ }
int64_t maxsplit = (args.count() > 2) ? args.get_pos(2)->as_int() : -1;
auto result = mk_val<value_array>();
size_t pos = 0;
@@ -697,6 +700,9 @@ const func_builtins & value_string_t::get_builtins() const {
std::string str = val_input->as_string().str();
// FIXME: Support non-specified delimiter (split on consecutive (no leading or trailing) whitespace)
std::string delim = (args.count() > 1) ? args.get_pos(1)->as_string().str() : " ";
+ if (delim.empty()) {
+ throw raised_exception("empty separator");
+ }
int64_t maxsplit = (args.count() > 2) ? args.get_pos(2)->as_int() : -1;
auto result = mk_val<value_array>();
size_t pos = 0;
@@ -722,20 +728,72 @@ const func_builtins & value_string_t::get_builtins() const {
if (count > 0) {
throw not_implemented_exception("String replace with count argument not implemented");
}
- size_t pos = 0;
- while ((pos = str.find(old_str, pos)) != std::string::npos) {
- str.replace(pos, old_str.length(), new_str);
- pos += new_str.length();
+ if (old_str != new_str) {
+ size_t pos = 0;
+ if (old_str.empty()) {
+ std::string new_res;
+ new_res.reserve(str.length() + new_str.length() * (str.length() + 1));
+ new_res += new_str;
+ for (const char c : str) {
+ new_res.push_back(c);
+ new_res += new_str;
+ }
+ str = new_res;
+ } else {
+ while ((pos = str.find(old_str, pos)) != std::string::npos) {
+ str.replace(pos, old_str.length(), new_str);
+ pos += new_str.length();
+ }
+ }
}
auto res = mk_val<value_string>(str);
res->val_str.mark_input_based_on(args.get_pos(0)->val_str);
return res;
}},
+ {"format", [](const func_args & args) -> value {
+ value val_input = args.get_pos(0);
+ if (!is_val<value_string>(val_input)) {
+ throw raised_exception("format() first argument must be a string");
+ }
+ const jinja::string & fmt = val_input->as_string();
+ const bool fmt_is_input = fmt.all_parts_are_input();
+
+ const std::string str = fmt.str();
+ jinja::string result;
+ std::string literal;
+ auto flush_literal = [&]() {
+ if (!literal.empty()) {
+ result.parts.push_back({fmt_is_input, literal});
+ literal.clear();
+ }
+ };
+
+ size_t arg_idx = 1; // positional args follow the format string
+ for (size_t i = 0; i < str.size(); ++i) {
+ if (str[i] != '{') {
+ literal += str[i];
+ continue;
+ }
+ if (i + 1 >= str.size() || str[i + 1] != '}') {
+ throw not_implemented_exception("format() only supports simple '{}' placeholders");
+ }
+ ++i;
+ flush_literal();
+ const jinja::string arg_str = args.get_pos(arg_idx++)->as_string();
+ result.parts.insert(result.parts.end(), arg_str.parts.begin(), arg_str.parts.end());
+ }
+ flush_literal();
+ return mk_val<value_string>(result);
+ }},
{"int", [](const func_args & args) -> value {
value val_input = args.get_pos(0);
value val_default = args.get_kwarg_or_pos("default", 1);
value val_base = args.get_kwarg_or_pos("base", 2);
const int base = val_base->is_undefined() ? 10 : val_base->as_int();
+ if (base != 0 && (base < 2 || base > 36)) {
+ // an out-of-range base makes std::stoi fail fast on the MSVC CRT instead of throwing
+ throw raised_exception("int() base must be 0 or between 2 and 36");
+ }
if (is_val<value_string>(val_input) == false) {
throw raised_exception("int() first argument must be a string");
}
@@ -1089,6 +1147,50 @@ const func_builtins & value_array_t::get_builtins() const {
std::reverse(arr.begin(), arr.end());
return is_val<value_tuple>(val) ? mk_val<value_tuple>(std::move(arr)) : mk_val<value_array>(std::move(arr));
}},
+ {"min", [](const func_args & args) -> value {
+ args.ensure_count(1, 4);
+ args.ensure_vals<value_array>();
+ value val_case = args.get_kwarg_or_pos("case_sensitive", 1);
+ value attribute = args.get_kwarg_or_pos("attribute", 2);
+ if (!attribute->is_undefined()) {
+ throw not_implemented_exception("min: attribute not implemented");
+ }
+ // FIXME: min is currently always case sensitive
+ (void) val_case;
+ const auto & arr = args.get_pos(0)->as_array();
+ if (arr.empty()) {
+ return mk_val<value_undefined>();
+ }
+ value result = arr[0];
+ for (size_t i = 1; i < arr.size(); ++i) {
+ if (value_compare(arr[i], result, value_compare_op::lt)) {
+ result = arr[i];
+ }
+ }
+ return result;
+ }},
+ {"max", [](const func_args & args) -> value {
+ args.ensure_count(1, 4);
+ args.ensure_vals<value_array>();
+ value val_case = args.get_kwarg_or_pos("case_sensitive", 1);
+ value attribute = args.get_kwarg_or_pos("attribute", 2);
+ if (!attribute->is_undefined()) {
+ throw not_implemented_exception("max: attribute not implemented");
+ }
+ // FIXME: max is currently always case sensitive
+ (void) val_case;
+ const auto & arr = args.get_pos(0)->as_array();
+ if (arr.empty()) {
+ return mk_val<value_undefined>();
+ }
+ value result = arr[0];
+ for (size_t i = 1; i < arr.size(); ++i) {
+ if (value_compare(arr[i], result, value_compare_op::gt)) {
+ result = arr[i];
+ }
+ }
+ return result;
+ }},
{"unique", array_unique_not_implemented},
};
return builtins;
@@ -1253,7 +1355,7 @@ const func_builtins & value_undefined_t::get_builtins() const {
//////////////////////////////////
-static value from_json(const nlohmann::ordered_json & j, bool mark_input) {
+static value from_json(const common_json & j, bool mark_input) {
if (j.is_null()) {
return mk_val<value_none>();
} else if (j.is_boolean()) {
@@ -1350,7 +1452,7 @@ bool value_compare(const value & a, const value & b, value_compare_op op) {
}
template<>
-void global_from_json(context & ctx, const nlohmann::ordered_json & json_obj, bool mark_input) {
+void global_from_json(context & ctx, const common_json & json_obj, bool mark_input) {
// printf("global_from_json: %s\n" , json_obj.dump(2).c_str());
if (json_obj.is_null() || !json_obj.is_object()) {
throw std::runtime_error("global_from_json: input JSON value must be an object");
diff --git a/common/jinja/value.h b/common/jinja/value.h
index 5cf85e4f54..4926fb6801 100644
--- a/common/jinja/value.h
+++ b/common/jinja/value.h
@@ -86,7 +86,7 @@ struct context; // forward declaration
// marking input can be useful for tracking data provenance
// and preventing template injection attacks
//
-// Note: T_JSON can be nlohmann::ordered_json
+// Note: T_JSON can be common_json
template<typename T_JSON>
void global_from_json(context & ctx, const T_JSON & json_obj, bool mark_input);
diff --git a/common/json-partial.cpp b/common/json-partial.cpp
deleted file mode 100644
index aaf11310ab..0000000000
--- a/common/json-partial.cpp
+++ /dev/null
@@ -1,324 +0,0 @@
-#include "json-partial.h"
-
-#include "log.h"
-
-#include <nlohmann/json.hpp>
-
-#include <string>
-#include <regex>
-
-using json = nlohmann::ordered_json;
-
-enum common_json_stack_element_type {
- COMMON_JSON_STACK_ELEMENT_OBJECT,
- COMMON_JSON_STACK_ELEMENT_KEY,
- COMMON_JSON_STACK_ELEMENT_ARRAY,
-};
-
-struct common_json_stack_element {
- common_json_stack_element_type type;
- std::string key;
-};
-
-bool common_json_parse(
- const std::string & input,
- const std::string & healing_marker,
- common_json & out)
-{
- std::string::const_iterator it = input.begin();
- const auto end = input.end();
- return common_json_parse(it, end, healing_marker, out);
-}
-
-bool common_json_parse(
- std::string::const_iterator & it,
- const std::string::const_iterator & end,
- const std::string & healing_marker,
- common_json & out)
-{
- // // https://json.nlohmann.me/features/parsing/sax_interface/
- struct json_error_locator : public nlohmann::json_sax<json> {
- std::size_t position;
- bool found_error;
- std::string last_token;
- std::string exception_message;
- std::vector<common_json_stack_element> stack;
-
- json_error_locator() : position(0), found_error(false) {}
-
- bool parse_error(std::size_t position, const std::string & last_token, const json::exception & ex) override { // NOLINT
- this->position = position - 1;
- this->found_error = true;
- this->last_token = last_token;
- this->exception_message = ex.what();
- return false;
- }
- void close_value() {
- if (!stack.empty() && (stack.back().type == COMMON_JSON_STACK_ELEMENT_KEY)) {
- stack.pop_back();
- }
- }
- bool null() override { // NOLINT
- close_value();
- return true;
- }
- bool boolean(bool) override { // NOLINT
- close_value();
- return true;
- }
- bool number_integer(number_integer_t) override { // NOLINT
- close_value();
- return true;
- }
- bool number_unsigned(number_unsigned_t) override { // NOLINT
- close_value();
- return true;
- }
- bool number_float(number_float_t, const string_t &) override { // NOLINT
- close_value();
- return true;
- }
- bool string(string_t &) override { // NOLINT
- close_value();
- return true;
- }
- bool binary(binary_t &) override { // NOLINT
- close_value();
- return true;
- }
- bool start_object(std::size_t) override { // NOLINT
- stack.push_back({COMMON_JSON_STACK_ELEMENT_OBJECT, ""});
- return true;
- }
- bool end_object() override {
- GGML_ASSERT(!stack.empty() && stack.back().type == COMMON_JSON_STACK_ELEMENT_OBJECT);
- stack.pop_back();
- close_value();
- return true;
- }
- bool key(string_t & key) override { // NOLINT
- stack.push_back({COMMON_JSON_STACK_ELEMENT_KEY, key});
- return true;
- }
- bool start_array(std::size_t) override { // NOLINT
- stack.push_back({COMMON_JSON_STACK_ELEMENT_ARRAY, ""});
- return true;
- }
- bool end_array() override {
- GGML_ASSERT(!stack.empty() && stack.back().type == COMMON_JSON_STACK_ELEMENT_ARRAY);
- stack.pop_back();
- close_value();
- return true;
- }
- };
- json_error_locator err_loc;
- auto start = it;
- json::sax_parse(it, end, &err_loc);
-
- if (err_loc.found_error) {
- it = start;
- auto temptative_end = it + err_loc.position;
- // LOG_DBG("Error at position %zu (is_end = %s): %s\n", err_loc.position, temptative_end == end ? "true" : "false", err_loc.exception_message.c_str());
-
- auto input = std::string(it, temptative_end);
- try {
- out.json = json::parse(input);
- // out.json = json::parse(it, temptative_end);
- it = temptative_end;
- return true;
- } catch (const std::exception & ex) {
- // No, needs healing.
- LOG_DBG("Failed to parse up to error: %s: <<<%s>>>\n", ex.what(), std::string(it, temptative_end).c_str());
- }
- auto can_parse = [](const std::string & str) {
- try {
- auto _ = json::parse(str); // NOLINT
- return true;
- } catch (const std::exception &) {
- return false;
- }
- };
- if (!healing_marker.empty() && !err_loc.stack.empty()) {
- std::string str(it, temptative_end);
- auto last_non_sp_pos = str.find_last_not_of(" \n\r\t");
- if (last_non_sp_pos == std::string::npos) {
- throw std::runtime_error("Cannot heal a truncated JSON that stopped in an unknown location");
- }
- auto last_non_sp_char = str[last_non_sp_pos];
- // Used to detect stops on a number, which may not be complete.
- auto was_maybe_number = [&]() {
- if (!str.empty() && std::isspace(str.back())) {
- return false;
- }
- return std::isdigit(last_non_sp_char) ||
- last_non_sp_char == '.' ||
- last_non_sp_char == 'e' ||
- last_non_sp_char == 'E' ||
- last_non_sp_char == '-';
- };
-
- std::string closing;
- for (size_t i = err_loc.stack.size(); i > 0; i--) {
- auto & el = err_loc.stack[i - 1];
- if (el.type == COMMON_JSON_STACK_ELEMENT_OBJECT) {
- closing += "}";
- } else if (el.type == COMMON_JSON_STACK_ELEMENT_ARRAY) {
- closing += "]";
- } else if (el.type != COMMON_JSON_STACK_ELEMENT_KEY) {
- throw std::runtime_error("Unexpected stack element type");
- }
- }
-
- // Matches a potentially partial unicode escape sequence, e.g. \u, \uX, \uXX, \uXXX, \uXXXX
- static const std::regex partial_unicode_regex(R"(\\u(?:[0-9a-fA-F](?:[0-9a-fA-F](?:[0-9a-fA-F](?:[0-9a-fA-F])?)?)?)?$)");
-
- auto is_high_surrogate = [&](const std::string & s) {
- // Check if a partial of a high surrogate (U+D800-U+DBFF)
- return s.length() >= 4 &&
- s[0] == '\\' && s[1] == 'u' &&
- std::tolower(s[2]) == 'd' &&
- (s[3] == '8' || s[3] == '9' || std::tolower(s[3]) == 'a' || std::tolower(s[3]) == 'b');
- };
-
- // Initialize the unicode marker to a low surrogate to handle the edge case
- // where a high surrogate (U+D800-U+DBFF) is immediately followed by a
- // backslash (\)
- std::string unicode_marker_padding = "udc00";
- std::smatch last_unicode_seq;
-
- if (std::regex_search(str, last_unicode_seq, partial_unicode_regex)) {
- std::smatch second_last_seq;
- std::string prelude = str.substr(0, last_unicode_seq.position());
-
- // Pad the escape sequence with 0s until it forms a complete sequence of 6 characters
- unicode_marker_padding = std::string(6 - last_unicode_seq.length(), '0');
-
- if (is_high_surrogate(last_unicode_seq.str())) {
- // If the sequence is a partial match for a high surrogate, add a low surrogate (U+DC00-U+UDFF)
- unicode_marker_padding += "\\udc00";
- } else if (std::regex_search(prelude, second_last_seq, partial_unicode_regex)) {
- if (is_high_surrogate(second_last_seq.str())) {
- // If this follows a high surrogate, pad it to be a low surrogate
- if (last_unicode_seq.length() == 2) {
- unicode_marker_padding = "dc00";
- } else if (last_unicode_seq.length() == 3) {
- unicode_marker_padding = "c00";
- } else {
- // The original unicode_marker_padding is already padded with 0s
- }
- }
- }
- }
-
- const auto & magic_seed = out.healing_marker.marker = healing_marker;//"$llama.cpp.json$";
-
- if (err_loc.stack.back().type == COMMON_JSON_STACK_ELEMENT_KEY) {
- // We're inside an object value
- if (last_non_sp_char == ':' && can_parse(str + "1" + closing)) {
- // Was about to create an object value
- str += (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\"" + closing;
- } else if (can_parse(str + ": 1" + closing)) {
- str += (out.healing_marker.json_dump_marker = ":\"" + magic_seed) + "\"" + closing;
- } else if (last_non_sp_char == '{' && can_parse(str + closing)) {
- // Was about to create an object
- str += (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\": 1" + closing;
- } else if (can_parse(str + "\"" + closing)) {
- // Was inside an object value string
- str += (out.healing_marker.json_dump_marker = magic_seed) + "\"" + closing;
- } else if (str[str.length() - 1] == '\\' && can_parse(str + "\\\"" + closing)) {
- // Was inside an object value string after an escape
- str += (out.healing_marker.json_dump_marker = "\\" + magic_seed) + "\"" + closing;
- } else if (can_parse(str + unicode_marker_padding + "\"" + closing)) {
- // Was inside an object value string after a partial unicode escape
- str += (out.healing_marker.json_dump_marker = unicode_marker_padding + magic_seed) + "\"" + closing;
- } else {
- // find last :
- auto last_pos = str.find_last_of(':');
- if (last_pos == std::string::npos) {
- throw std::runtime_error("Cannot heal a truncated JSON that stopped in an unknown location");
- }
- // Cutting back to opening : for object value
- str = str.substr(0, last_pos + 1) + (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\"" + closing;
- }
- } else if (err_loc.stack.back().type == COMMON_JSON_STACK_ELEMENT_ARRAY) {
- if ((last_non_sp_char == ',' || last_non_sp_char == '[') && can_parse(str + "1" + closing)) {
- // Was about to create an array value
- str += (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\"" + closing;
- } else if (can_parse(str + "\"" + closing)) {
- // Was inside an array value string
- str += (out.healing_marker.json_dump_marker = magic_seed) + "\"" + closing;
- } else if (str[str.length() - 1] == '\\' && can_parse(str + "\\\"" + closing)) {
- // Was inside an array value string after an escape
- str += (out.healing_marker.json_dump_marker = "\\" + magic_seed) + "\"" + closing;
- } else if (can_parse(str + unicode_marker_padding + "\"" + closing)) {
- // Was inside an array value string after a partial unicode escape
- str += (out.healing_marker.json_dump_marker = unicode_marker_padding + magic_seed) + "\"" + closing;
- } else if (!was_maybe_number() && can_parse(str + ", 1" + closing)) {
- // Had just finished a value
- str += (out.healing_marker.json_dump_marker = ",\"" + magic_seed) + "\"" + closing;
- } else {
- auto last_pos = str.find_last_of("[,");
- if (last_pos == std::string::npos) {
- throw std::runtime_error("Cannot heal a truncated JSON array stopped in an unknown location");
- }
- // Cutting back to last [ or , for array value
- str = str.substr(0, last_pos + 1) + (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\"" + closing;
- }
- } else if (err_loc.stack.back().type == COMMON_JSON_STACK_ELEMENT_OBJECT) {
- if ((last_non_sp_char == '{' && can_parse(str + closing)) ||
- (last_non_sp_char == ',' && can_parse(str + "\"\": 1" + closing))) {
- // Was about to create an object key+value
- str += (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\": 1" + closing;
- } else if (!was_maybe_number() && can_parse(str + ",\"\": 1" + closing)) {
- // Was about to create an object key+value
- str += (out.healing_marker.json_dump_marker = ",\"" + magic_seed) + "\": 1" + closing;
- } else if (can_parse(str + "\": 1" + closing)) {
- // Was inside an object key string
- str += (out.healing_marker.json_dump_marker = magic_seed) + "\": 1" + closing;
- } else if (str[str.length() - 1] == '\\' && can_parse(str + "\\\": 1" + closing)) {
- // Was inside an object key string after an escape
- str += (out.healing_marker.json_dump_marker = "\\" + magic_seed) + "\": 1" + closing;
- } else if (can_parse(str + unicode_marker_padding + "\": 1" + closing)) {
- // Was inside an object key string after a partial unicode escape
- str += (out.healing_marker.json_dump_marker = unicode_marker_padding + magic_seed) + "\": 1" + closing;
- } else {
- auto last_pos = str.find_last_of(':');
- if (last_pos == std::string::npos) {
- throw std::runtime_error("Cannot heal a truncated JSON object stopped in an unknown location");
- }
- // fprintf(stderr, "Cutting back to last : for object key+value\n");
- str = str.substr(0, last_pos + 1) + (out.healing_marker.json_dump_marker = "\"" + magic_seed) + "\"" + closing;
- }
- } else {
- throw std::runtime_error("Cannot heal a truncated JSON object stopped in an unknown location");
- }
- // fprintf(stderr, "HEALED:\nSTRING <<<\n%s\n>>>\n\nmagic_cut: <<<\n%s\n>>>\n\n", str.c_str(), out.healing_marker.json_dump_marker.c_str());
- out.json = json::parse(str);
- it = temptative_end;
- return true;
- }
- // handle unclosed top-level primitive
- if (err_loc.position != 0 && !healing_marker.empty() && err_loc.stack.empty()) {
- std::string str(it, temptative_end);
- const auto & magic_seed = out.healing_marker.marker = healing_marker;
- if (can_parse(str + "\"")) {
- // Was inside an string
- str += (out.healing_marker.json_dump_marker = magic_seed) + "\"";
- } else if (str[str.length() - 1] == '\\' && can_parse(str + "\\\"")) {
- // Was inside an string after an escape
- str += (out.healing_marker.json_dump_marker = "\\" + magic_seed) + "\"";
- } else {
- // TODO: handle more unclosed top-level primitive if the stack was empty but we got an error (e.g. "tru", "\"", etc...)
- // fprintf(stderr, "Closing: TODO\n");
- return false;
- }
- out.json = json::parse(str);
- it = temptative_end;
- return true;
- }
- return false;
- }
- out.json = json::parse(it, end);
- it = end;
- return true;
-}
diff --git a/common/json-partial.h b/common/json-partial.h
deleted file mode 100644
index be51aabfbf..0000000000
--- a/common/json-partial.h
+++ /dev/null
@@ -1,39 +0,0 @@
-#pragma once
-
-// TODO: use json_fwd.hpp when possible
-#include <nlohmann/json.hpp>
-
-// Healing marker (empty if the JSON was fully parsed / wasn't healed).
-struct common_healing_marker {
- // Raw marker.
- std::string marker;
-
- // Cutting the `common_json.json.dump()` string at the (only) occurrence of this marker should yield the original partial JSON string (modulo spaces / if it had the same dump format).
- std::string json_dump_marker;
-};
-
-// Represents a parsed JSON object, with its optional healing marker (a JSON dump fragment that can be used to find the position of healing in the JSON dump string)
-struct common_json {
- nlohmann::ordered_json json;
-
- common_healing_marker healing_marker;
-};
-
-// Parse the JSON string, healing (closing) any partial JSON if `healing_marker` is not empty.
-//
-// Healing completes partial JSON strings by adding a (possibly modified) healing marker, then whatever is needed to close the JSON.
-// This allows to parse the resulting healed JSON string, yet be able to cut it again if needed at the healing marker.
-// (this is used when parsing JSON outputs from the models, then crafting partial JSONs for the partial tool calls in OAI format).
-//
-// For instance, parsing `{` with a healing marker `foo` will produce a healed JSON `{"foo":1}`, w/ json_dump_marker = `"foo"` (which can be used to break the JSON again).
-bool common_json_parse(
- const std::string & input,
- const std::string & healing_marker,
- common_json & out);
-
-// Parse the JSON string (see overload above), but advancing an iterator to the end of the input when the (potentially partial) parsing succeeds.
-bool common_json_parse(
- std::string::const_iterator & it,
- const std::string::const_iterator & end,
- const std::string & healing_marker,
- common_json & out);
diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp
index e2c4d6ce22..0aee51b26e 100644
--- a/common/json-schema-to-grammar.cpp
+++ b/common/json-schema-to-grammar.cpp
@@ -1,9 +1,8 @@
#include "json-schema-to-grammar.h"
#include "common.h"
-#include <nlohmann/json.hpp>
-
#include <algorithm>
+#include <limits>
#include <map>
#include <regex>
#include <sstream>
@@ -12,7 +11,7 @@
#include <unordered_set>
#include <vector>
-using json = nlohmann::ordered_json;
+using json = common_json;
static std::string build_repetition(const std::string & item_rule, int min_items, int max_items, const std::string & separator_rule = "") {
auto has_max = max_items != std::numeric_limits<int>::max();
@@ -233,27 +232,27 @@ struct BuiltinRule {
};
static std::unordered_map<std::string, BuiltinRule> PRIMITIVE_RULES = {
- {"boolean", {"(\"true\" | \"false\") space", {}}},
+ {"boolean", {"(\"true\" | \"false\")", {}}},
{"decimal-part", {"[0-9]{1,16}", {}}},
{"integral-part", {"[0] | [1-9] [0-9]{0,15}", {}}},
- {"number", {"(\"-\"? integral-part) (\".\" decimal-part)? ([eE] [-+]? integral-part)? space", {"integral-part", "decimal-part"}}},
- {"integer", {"(\"-\"? integral-part) space", {"integral-part"}}},
+ {"number", {"(\"-\"? integral-part) (\".\" decimal-part)? ([eE] [-+]? integral-part)?", {"integral-part", "decimal-part"}}},
+ {"integer", {"(\"-\"? integral-part)", {"integral-part"}}},
{"value", {"object | array | string | number | boolean | null", {"object", "array", "string", "number", "boolean", "null"}}},
- {"object", {"\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? \"}\" space", {"string", "value"}}},
- {"array", {"\"[\" space ( value (\",\" space value)* )? \"]\" space", {"value"}}},
- {"uuid", {"\"\\\"\" [0-9a-fA-F]{8} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{12} \"\\\"\" space", {}}},
+ {"object", {"\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? space \"}\"", {"string", "value"}}},
+ {"array", {"\"[\" space ( value (\",\" space value)* )? space \"]\"", {"value"}}},
+ {"uuid", {"\"\\\"\" [0-9a-fA-F]{8} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{12} \"\\\"\"", {}}},
{"char", {"[^\"\\\\\\x7F\\x00-\\x1F] | [\\\\] ([\"\\\\bfnrt] | \"u\" [0-9a-fA-F]{4})", {}}},
- {"string", {"\"\\\"\" char* \"\\\"\" space", {"char"}}},
- {"null", {"\"null\" space", {}}},
+ {"string", {"\"\\\"\" char* \"\\\"\"", {"char"}}},
+ {"null", {"\"null\"", {}}},
};
static std::unordered_map<std::string, BuiltinRule> STRING_FORMAT_RULES = {
{"date", {"[0-9]{4} \"-\" ( \"0\" [1-9] | \"1\" [0-2] ) \"-\" ( \"0\" [1-9] | [1-2] [0-9] | \"3\" [0-1] )", {}}},
{"time", {"([01] [0-9] | \"2\" [0-3]) \":\" [0-5] [0-9] \":\" [0-5] [0-9] ( \".\" [0-9]{3} )? ( \"Z\" | ( \"+\" | \"-\" ) ( [01] [0-9] | \"2\" [0-3] ) \":\" [0-5] [0-9] )", {}}},
{"date-time", {"date \"T\" time", {"date", "time"}}},
- {"date-string", {"\"\\\"\" date \"\\\"\" space", {"date"}}},
- {"time-string", {"\"\\\"\" time \"\\\"\" space", {"time"}}},
- {"date-time-string", {"\"\\\"\" date-time \"\\\"\" space", {"date-time"}}}
+ {"date-string", {"\"\\\"\" date \"\\\"\"", {"date"}}},
+ {"time-string", {"\"\\\"\" time \"\\\"\"", {"time"}}},
+ {"date-time-string", {"\"\\\"\" date-time \"\\\"\"", {"date-time"}}}
};
static bool is_reserved_name(const std::string & name) {
@@ -278,7 +277,9 @@ static std::unordered_map<char, std::string> GRAMMAR_LITERAL_ESCAPES = {
{'\r', "\\r"}, {'\n', "\\n"}, {'"', "\\\""}, {'-', "\\-"}, {']', "\\]"}, {'\\', "\\\\"}
};
-static std::unordered_set<char> NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'};
+static const int MAX_PATTERN_DEPTH = 100;
+
+static std::unordered_set<char> NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?', '^', '$'};
static std::unordered_set<char> ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'};
static std::string replacePattern(const std::string & input, const std::regex & regex, const std::function<std::string(const std::smatch &)> & replacement) {
@@ -309,6 +310,32 @@ static std::string format_literal(const std::string & literal) {
std::string gbnf_format_literal(const std::string & literal) { return format_literal(literal); }
+static size_t gbnf_escape_length(const std::string & pattern, size_t pos) {
+ if (pos + 1 >= pattern.length() || pattern[pos] != '\\') {
+ return 0;
+ }
+ size_t n_hex = 0;
+ switch (pattern[pos + 1]) {
+ case 'x': n_hex = 2; break;
+ case 'u': n_hex = 4; break;
+ case 'U': n_hex = 8; break;
+ case 't': case 'r': case 'n': case '\\': case '"': case '[': case ']':
+ return 2;
+ default:
+ return 0;
+ }
+ if (pos + 2 + n_hex > pattern.length()) {
+ return 0;
+ }
+ for (size_t i = pos + 2; i < pos + 2 + n_hex; i++) {
+ char h = pattern[i];
+ if (!((h >= '0' && h <= '9') || (h >= 'a' && h <= 'f') || (h >= 'A' && h <= 'F'))) {
+ return 0;
+ }
+ }
+ return 2 + n_hex;
+}
+
class common_schema_converter {
private:
friend class common_schema_info;
@@ -345,16 +372,42 @@ private:
return string_join(rules, " | ");
}
+ // thrown when the pattern is a valid regex with no grammar equivalent
+ struct unsupported_pattern : public std::runtime_error {
+ using std::runtime_error::runtime_error;
+ };
+
+ // thrown when the pattern is not a valid regex
+ struct invalid_pattern : public std::runtime_error {
+ using std::runtime_error::runtime_error;
+ };
+
std::string _visit_pattern(const std::string & pattern, const std::string & name) {
- if (!(pattern.front() == '^' && pattern.back() == '$')) {
- _errors.push_back("Pattern must start with '^' and end with '$'");
+ auto rules_snapshot = _rules;
+ try {
+ return _pattern_to_rule(pattern, name);
+ } catch (const unsupported_pattern & err) {
+ // revert rules
+ _rules = std::move(rules_snapshot);
+ _warnings.push_back("pattern " + pattern + " is not supported (" + err.what() + "), accepting any string");
+ return _add_rule(name, _add_primitive("string", PRIMITIVE_RULES.at("string")));
+ } catch (const invalid_pattern & err) {
+ _rules = std::move(rules_snapshot);
+ _errors.push_back("Invalid pattern " + pattern + ": " + err.what());
return "";
}
+ }
+
+ std::string _pattern_to_rule(const std::string & pattern, const std::string & name) {
+ if (pattern.length() < 2 || pattern.front() != '^' || pattern.back() != '$') {
+ throw unsupported_pattern("not anchored with '^' and '$'");
+ }
std::string sub_pattern = pattern.substr(1, pattern.length() - 2);
std::unordered_map<std::string, std::string> sub_rule_ids;
size_t i = 0;
size_t length = sub_pattern.length();
+ int paren_depth = 0;
using literal_or_rule = std::pair<std::string, bool>;
auto to_rule = [&](const literal_or_rule & ls) {
@@ -363,7 +416,6 @@ private:
return is_literal ? "\"" + s + "\"" : s;
};
std::function<literal_or_rule()> transform = [&]() -> literal_or_rule {
- size_t start = i;
std::vector<literal_or_rule> seq;
auto get_dot = [&]() {
@@ -420,43 +472,42 @@ private:
if (i + 1 < length && sub_pattern[i + 1] == ':') {
i += 2; // skip "?:" for non-capturing group, treat as regular group
} else {
- // lookahead/lookbehind (?=, ?!, ?<=, ?<!) - not supported
- _warnings.push_back("Unsupported pattern syntax");
- // skip to matching ')' to avoid UB on empty seq
- int depth = 1;
- while (i < length && depth > 0) {
- if (sub_pattern[i] == '\\' && i + 1 < length) {
- i += 2; // skip escaped character
- } else {
- if (sub_pattern[i] == '(') depth++;
- else if (sub_pattern[i] == ')') depth--;
- i++;
- }
- }
- continue;
+ // lookaround, named group, inline flags, ...
+ throw unsupported_pattern("unsupported group syntax");
}
}
+ paren_depth++;
+ if (paren_depth > MAX_PATTERN_DEPTH) {
+ throw unsupported_pattern("pattern nesting too deep");
+ }
seq.emplace_back("(" + to_rule(transform()) + ")", false);
} else if (c == ')') {
i++;
- if (start > 0 && sub_pattern[start - 1] != '(' && (start < 2 || sub_pattern[start - 2] != '?' || sub_pattern[start - 1] != ':')) {
- _errors.push_back("Unbalanced parentheses");
+ if (paren_depth == 0) {
+ throw invalid_pattern("unbalanced parentheses");
}
+ paren_depth--;
return join_seq();
+ } else if (c == '^' || c == '$') {
+ throw unsupported_pattern("anchor inside the pattern");
} else if (c == '[') {
std::string square_brackets = std::string(1, c);
i++;
while (i < length && sub_pattern[i] != ']') {
if (sub_pattern[i] == '\\') {
- square_brackets += sub_pattern.substr(i, 2);
- i += 2;
+ auto escape_length = gbnf_escape_length(sub_pattern, i);
+ if (escape_length == 0) {
+ throw unsupported_pattern("unsupported escape in character class: " + sub_pattern.substr(i, 2));
+ }
+ square_brackets += sub_pattern.substr(i, escape_length);
+ i += escape_length;
} else {
square_brackets += sub_pattern[i];
i++;
}
}
if (i >= length) {
- _errors.push_back("Unbalanced square brackets");
+ throw invalid_pattern("unterminated character class");
}
square_brackets += ']';
i++;
@@ -465,6 +516,9 @@ private:
seq.emplace_back("|", false);
i++;
} else if (c == '*' || c == '+' || c == '?') {
+ if (seq.empty()) {
+ throw invalid_pattern("nothing to repeat");
+ }
seq.back() = std::make_pair(to_rule(seq.back()) + c, false);
i++;
} else if (c == '{') {
@@ -475,18 +529,19 @@ private:
i++;
}
if (i >= length) {
- _errors.push_back("Unbalanced curly brackets");
+ throw unsupported_pattern("unterminated curly brackets");
}
curly_brackets += '}';
i++;
auto nums = string_split(curly_brackets.substr(1, curly_brackets.length() - 2), ",");
int min_times = 0;
int max_times = std::numeric_limits<int>::max();
+ if (nums.size() != 1 && nums.size() != 2) {
+ throw unsupported_pattern("wrong number of values in curly brackets");
+ }
try {
if (nums.size() == 1) {
min_times = max_times = std::stoi(nums[0]);
- } else if (nums.size() != 2) {
- _errors.push_back("Wrong number of values in curly brackets");
} else {
if (!nums[0].empty()) {
min_times = std::stoi(nums[0]);
@@ -495,9 +550,11 @@ private:
max_times = std::stoi(nums[1]);
}
}
- } catch (const std::invalid_argument & e) {
- _errors.push_back("Invalid number in curly brackets");
- return std::make_pair("", false);
+ } catch (const std::logic_error &) {
+ throw unsupported_pattern("invalid number in curly brackets");
+ }
+ if (seq.empty()) {
+ throw invalid_pattern("nothing to repeat");
}
auto &last = seq.back();
auto &sub = last.first;
@@ -523,15 +580,22 @@ private:
return NON_LITERAL_SET.find(c) != NON_LITERAL_SET.end();
};
while (i < length) {
- if (sub_pattern[i] == '\\' && i < length - 1) {
+ if (sub_pattern[i] == '\\') {
+ if (i == length - 1) {
+ throw invalid_pattern("trailing backslash");
+ }
char next = sub_pattern[i + 1];
if (ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS.find(next) != ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS.end()) {
i++;
literal += sub_pattern[i];
i++;
} else {
- literal += sub_pattern.substr(i, 2);
- i += 2;
+ auto escape_length = gbnf_escape_length(sub_pattern, i);
+ if (escape_length == 0) {
+ throw unsupported_pattern("unsupported escape: " + sub_pattern.substr(i, 2));
+ }
+ literal += sub_pattern.substr(i, escape_length);
+ i += escape_length;
}
} else if (sub_pattern[i] == '"') {
literal += "\\\"";
@@ -544,23 +608,30 @@ private:
break;
}
}
- if (!literal.empty()) {
- seq.emplace_back(literal, true);
+ if (literal.empty()) { // nothing was consumed, ex. a stray ']' or '}'
+ throw unsupported_pattern(std::string("unsupported character: ") + c);
}
+ seq.emplace_back(literal, true);
}
}
return join_seq();
};
- return _add_rule(name, "\"\\\"\" (" + to_rule(transform()) + ") \"\\\"\" space");
+
+ auto rule = to_rule(transform());
+ if (paren_depth != 0) {
+ throw invalid_pattern("unbalanced parentheses");
+ }
+
+ return _add_rule(name, "\"\\\"\" (" + rule + ") \"\\\"\"");
}
/*
Returns a rule that matches a JSON string that is none of the provided strings
not_strings({"a"})
- -> ["] ( [a] char+ | [^"a] char* )? ["] space
+ -> ["] ( [a] char+ | [^"a] char* )? ["]
not_strings({"and", "also"})
- -> ["] ( [a] ([l] ([s] ([o] char+ | [^"o] char*) | [^"s] char*) | [n] ([d] char+ | [^"d] char*) | [^"ln] char*) | [^"a] char* )? ["] space
+ -> ["] ( [a] ([l] ([s] ([o] char+ | [^"o] char*) | [^"s] char*) | [n] ([d] char+ | [^"d] char*) | [^"ln] char*) | [^"a] char* )? ["]
*/
std::string _not_strings(const std::vector<std::string> & strings) {
@@ -619,7 +690,7 @@ private:
if (!trie.is_end_of_string) {
out << "?";
}
- out << " [\"] space";
+ out << " [\"]";
return out.str();
}
@@ -725,7 +796,7 @@ private:
rule += " )?";
}
- rule += " \"}\" space";
+ rule += " space \"}\"";
return rule;
}
@@ -845,7 +916,11 @@ public:
return _add_rule(rule_name, _resolve_ref(schema["$ref"]));
}
if (schema.contains("oneOf") || schema.contains("anyOf")) {
- std::vector<json> alt_schemas = schema.contains("oneOf") ? schema["oneOf"].get<std::vector<json>>() : schema["anyOf"].get<std::vector<json>>();
+ const json & alts = schema.contains("oneOf") ? schema.at("oneOf") : schema.at("anyOf");
+ std::vector<json> alt_schemas;
+ for (const auto & alt : alts) {
+ alt_schemas.push_back(alt);
+ }
return _add_rule(rule_name, _generate_union_rule(name, alt_schemas));
}
if (schema_type.is_array()) {
@@ -858,14 +933,14 @@ public:
return _add_rule(rule_name, _generate_union_rule(name, schema_types));
}
if (schema.contains("const")) {
- return _add_rule(rule_name, _generate_constant_rule(schema["const"]) + " space");
+ return _add_rule(rule_name, _generate_constant_rule(schema["const"]));
}
if (schema.contains("enum")) {
std::vector<std::string> enum_values;
for (const auto & v : schema["enum"]) {
enum_values.push_back(_generate_constant_rule(v));
}
- return _add_rule(rule_name, "(" + string_join(enum_values, " | ") + ") space");
+ return _add_rule(rule_name, "(" + string_join(enum_values, " | ") + ")");
}
if ((schema_type.is_null() || schema_type == "object")
&& (schema.contains("properties") ||
@@ -933,7 +1008,7 @@ public:
}
}
if (!enum_intersection.empty()) {
- return _add_rule(rule_name, "(" + string_join(enum_intersection, " | ") + ") space");
+ return _add_rule(rule_name, "(" + string_join(enum_intersection, " | ") + ")");
}
}
return _add_rule(rule_name, _build_object_rule(properties, required, hybrid_name, json()));
@@ -948,7 +1023,7 @@ public:
}
rule += visit(items[i], name + (name.empty() ? "" : "-") + "tuple-" + std::to_string(i));
}
- rule += " \"]\" space";
+ rule += " space \"]\"";
return _add_rule(rule_name, rule);
}
std::string item_rule_name = visit(items, name + (name.empty() ? "" : "-") + "item");
@@ -956,7 +1031,7 @@ public:
json max_items_json = schema.contains("maxItems") ? schema["maxItems"] : json();
int max_items = max_items_json.is_number_integer() ? max_items_json.get<int>() : std::numeric_limits<int>::max();
- return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " \"]\" space");
+ return _add_rule(rule_name, "\"[\" space " + build_repetition(item_rule_name, min_items, max_items, "\",\" space") + " space \"]\"");
}
if ((schema_type.is_null() || schema_type == "string") && schema.contains("pattern")) {
return _visit_pattern(schema["pattern"], rule_name);
@@ -972,7 +1047,7 @@ public:
std::string char_rule = _add_primitive("char", PRIMITIVE_RULES.at("char"));
int min_len = schema.contains("minLength") ? schema["minLength"].get<int>() : 0;
int max_len = schema.contains("maxLength") ? schema["maxLength"].get<int>() : std::numeric_limits<int>::max();
- return _add_rule(rule_name, "\"\\\"\" " + build_repetition(char_rule, min_len, max_len) + " \"\\\"\" space");
+ return _add_rule(rule_name, "\"\\\"\" " + build_repetition(char_rule, min_len, max_len) + " \"\\\"\"");
}
if (schema_type == "integer" && (schema.contains("minimum") || schema.contains("exclusiveMinimum") || schema.contains("maximum") || schema.contains("exclusiveMaximum"))) {
int64_t min_value = std::numeric_limits<int64_t>::min();
@@ -990,7 +1065,7 @@ public:
std::stringstream out;
out << "(";
build_min_max_int(min_value, max_value, out);
- out << ") space";
+ out << ")";
return _add_rule(rule_name, out.str());
}
if (schema.empty() || schema_type == "object") {
@@ -1039,7 +1114,7 @@ common_schema_info::~common_schema_info() = default;
common_schema_info::common_schema_info(common_schema_info &&) noexcept = default;
common_schema_info & common_schema_info::operator=(common_schema_info &&) noexcept = default;
-void common_schema_info::resolve_refs(nlohmann::ordered_json & schema) {
+void common_schema_info::resolve_refs(common_json & schema) {
impl_->resolve_refs(schema, "");
}
@@ -1047,7 +1122,7 @@ void common_schema_info::resolve_refs(nlohmann::ordered_json & schema) {
// Some models emit raw string values rather than JSON-encoded strings for string parameters.
// If any branch of the schema (via oneOf, anyOf, $ref, etc.) permits a string, this returns
// true, allowing callers to handle the value as a raw string for simplicity.
-bool common_schema_info::resolves_to_string(const nlohmann::ordered_json & schema) {
+bool common_schema_info::resolves_to_string(const common_json & schema) {
std::unordered_set<std::string> visited_refs;
std::function<bool(const json &)> check = [&](const json & s) -> bool {
@@ -1155,7 +1230,7 @@ bool common_schema_info::resolves_to_string(const nlohmann::ordered_json & schem
return check(schema);
}
-std::string json_schema_to_grammar(const json & schema, bool force_gbnf) {
+std::string json_schema_to_grammar(const common_json & schema, bool force_gbnf) {
#ifdef LLAMA_USE_LLGUIDANCE
if (!force_gbnf) {
return "%llguidance {}\nstart: %json " + schema.dump();
@@ -1176,10 +1251,10 @@ std::string build_grammar(const std::function<void(const common_grammar_builder
/* .add_rule = */ [&](const std::string & name, const std::string & rule) {
return converter._add_rule(name, rule);
},
- /* .add_schema = */ [&](const std::string & name, const nlohmann::ordered_json & schema) {
+ /* .add_schema = */ [&](const std::string & name, const common_json & schema) {
return converter.visit(schema, name == "root" ? "" : name);
},
- /* .resolve_refs = */ [&](nlohmann::ordered_json & schema) {
+ /* .resolve_refs = */ [&](common_json & schema) {
converter.resolve_refs(schema, "");
}
};
diff --git a/common/json-schema-to-grammar.h b/common/json-schema-to-grammar.h
index 240d642311..84ed71c76a 100644
--- a/common/json-schema-to-grammar.h
+++ b/common/json-schema-to-grammar.h
@@ -1,12 +1,12 @@
#pragma once
-#include <nlohmann/json_fwd.hpp>
+#include "json.h"
#include <functional>
#include <memory>
#include <string>
-std::string json_schema_to_grammar(const nlohmann::ordered_json & schema,
+std::string json_schema_to_grammar(const common_json & schema,
bool force_gbnf = false);
class common_schema_converter;
@@ -24,14 +24,14 @@ class common_schema_info {
common_schema_info(common_schema_info &&) noexcept;
common_schema_info & operator=(common_schema_info &&) noexcept;
- void resolve_refs(nlohmann::ordered_json & schema);
- bool resolves_to_string(const nlohmann::ordered_json & schema);
+ void resolve_refs(common_json & schema);
+ bool resolves_to_string(const common_json & schema);
};
struct common_grammar_builder {
std::function<std::string(const std::string &, const std::string &)> add_rule;
- std::function<std::string(const std::string &, const nlohmann::ordered_json &)> add_schema;
- std::function<void(nlohmann::ordered_json &)> resolve_refs;
+ std::function<std::string(const std::string &, const common_json &)> add_schema;
+ std::function<void(common_json &)> resolve_refs;
};
struct common_grammar_options {
diff --git a/common/json.cpp b/common/json.cpp
new file mode 100644
index 0000000000..37713cef29
--- /dev/null
+++ b/common/json.cpp
@@ -0,0 +1,433 @@
+#include "json.h"
+
+#include "ggml.h"
+
+#define JSON_ASSERT GGML_ASSERT
+#include <nlohmann/json.hpp>
+
+#include <iterator>
+#include <new>
+#include <set>
+#include <unordered_map>
+#include <vector>
+
+using nlohmann::ordered_json;
+
+// a common_json is the backing value, so any value of a tree can be used as a common_json
+static_assert(sizeof(ordered_json) <= sizeof(common_json), "common_json storage is too small");
+static_assert(alignof(ordered_json) <= alignof(common_json), "common_json alignment is too weak");
+
+// runs fn and gives every error of the backing library as a common_json_error
+template <typename F>
+static decltype(auto) guard(F && fn) {
+ try {
+ return fn();
+ } catch (const ordered_json::exception & e) {
+ throw common_json_error(e.what());
+ }
+}
+
+static ordered_json & as_json(common_json * self) {
+ return *reinterpret_cast<ordered_json *>(self);
+}
+
+static const ordered_json & as_json(const common_json * self) {
+ return *reinterpret_cast<const ordered_json *>(self);
+}
+
+static common_json & as_common(ordered_json & json) {
+ return *reinterpret_cast<common_json *>(&json);
+}
+
+static const common_json & as_common(const ordered_json & json) {
+ return *reinterpret_cast<const common_json *>(&json);
+}
+
+static ordered_json to_json(const common_json_value & val) {
+ switch (val.type) {
+ case common_json_value::VAL_NULL: return nullptr;
+ case common_json_value::VAL_BOOL: return val.val_bool;
+ case common_json_value::VAL_INT: return val.val_int;
+ case common_json_value::VAL_UINT: return val.val_uint;
+ case common_json_value::VAL_DOUBLE: return val.val_double;
+ case common_json_value::VAL_STRING: return val.val_string;
+ case common_json_value::VAL_JSON:
+ // one owner means no one else can see this tree, so it is safe to move it out
+ // note: this makes a value single use, same as the json_ref of the backing library
+ if (val.val_json.use_count() == 1) {
+ return std::move(as_json(val.val_json.get()));
+ }
+ return as_json(val.val_json.get());
+ }
+
+ return nullptr;
+}
+
+common_json_value::common_json_value(const char * val) {
+ if (val) {
+ type = VAL_STRING;
+ val_string = val;
+ } else {
+ type = VAL_NULL;
+ }
+}
+
+common_json_value::common_json_value(const common_json & val) :
+ type(VAL_JSON), val_json(std::make_shared<common_json>(val)) {}
+
+common_json_value::common_json_value(common_json && val) :
+ type(VAL_JSON), val_json(std::make_shared<common_json>(std::move(val))) {}
+
+// the ctors and get<T>() below are explicit specializations, giving strong symbols
+// an explicit instantiation is a weak symbol, dropped by some LTO builds (clang-cl)
+template <typename T>
+static std::shared_ptr<common_json> set_json(const std::set<T> & vals) {
+ common_json out = common_json::array();
+
+ for (const auto & val : vals) {
+ out.push_back(val);
+ }
+
+ return std::make_shared<common_json>(std::move(out));
+}
+
+// a set value is usable only for the types below
+#define COMMON_JSON_SET(...) template <> common_json_value::common_json_value(const std::set<__VA_ARGS__> & vals) : type(VAL_JSON), val_json(set_json(vals)) {}
+
+COMMON_JSON_SET(int)
+COMMON_JSON_SET(std::string)
+
+#undef COMMON_JSON_SET
+
+template <typename T>
+static std::shared_ptr<common_json> map_json(const T & vals) {
+ common_json out = common_json::object();
+
+ for (const auto & val : vals) {
+ out.set({ val.first, val.second });
+ }
+
+ return std::make_shared<common_json>(std::move(out));
+}
+
+// a map value is usable only for the types below
+#define COMMON_JSON_MAP(...) template <> common_json_value::common_json_value(const std::map<std::string, __VA_ARGS__> & vals) : type(VAL_JSON), val_json(map_json(vals)) {}
+
+COMMON_JSON_MAP(bool)
+COMMON_JSON_MAP(std::string)
+
+#undef COMMON_JSON_MAP
+
+// an unordered map value is usable only for the types below
+#define COMMON_JSON_UMAP(...) template <> common_json_value::common_json_value(const std::unordered_map<std::string, __VA_ARGS__> & vals) : type(VAL_JSON), val_json(map_json(vals)) {}
+
+COMMON_JSON_UMAP(size_t)
+
+#undef COMMON_JSON_UMAP
+
+template <typename T>
+static std::shared_ptr<common_json> vec_json(const std::vector<T> & vals) {
+ common_json out = common_json::array();
+
+ for (const auto & val : vals) {
+ out.push_back(val);
+ }
+
+ return std::make_shared<common_json>(std::move(out));
+}
+
+// a vector value is usable only for the types below
+// note: std::vector<bool> is not here, its proxy reference does not convert
+#define COMMON_JSON_VEC(...) template <> common_json_value::common_json_value(const std::vector<__VA_ARGS__> & vals) : type(VAL_JSON), val_json(vec_json(vals)) {}
+
+COMMON_JSON_VEC(int)
+COMMON_JSON_VEC(unsigned char)
+COMMON_JSON_VEC(unsigned int)
+COMMON_JSON_VEC(long)
+COMMON_JSON_VEC(unsigned long)
+COMMON_JSON_VEC(long long)
+COMMON_JSON_VEC(unsigned long long)
+COMMON_JSON_VEC(float)
+COMMON_JSON_VEC(double)
+COMMON_JSON_VEC(std::string)
+COMMON_JSON_VEC(std::vector<float>)
+COMMON_JSON_VEC(common_json)
+
+#undef COMMON_JSON_VEC
+
+common_json_value::common_json_value(std::initializer_list<common_json_item> items) :
+ type(VAL_JSON), val_json(std::make_shared<common_json>(items)) {}
+
+// null, same as the backing library
+// operator[] turns it into an object, push_back() into an array
+common_json::common_json() {
+ new (storage) ordered_json();
+}
+
+common_json::common_json(const common_json & other) {
+ new (storage) ordered_json(as_json(&other));
+}
+
+common_json::common_json(common_json && other) noexcept {
+ new (storage) ordered_json(std::move(as_json(&other)));
+}
+
+common_json::common_json(std::initializer_list<common_json_item> items) {
+ new (storage) ordered_json(ordered_json::object());
+
+ for (const auto & item : items) {
+ set(item);
+ }
+}
+
+common_json::common_json(const common_json_value & val) {
+ new (storage) ordered_json(to_json(val));
+}
+
+common_json::common_json(std::nullptr_t) {
+ new (storage) ordered_json(nullptr);
+}
+
+common_json & common_json::operator=(common_json other) noexcept {
+ as_json(this).swap(as_json(&other));
+
+ return *this;
+}
+
+common_json::~common_json() {
+ as_json(this).~basic_json();
+}
+
+common_json common_json::parse(const std::string & text) {
+ try {
+ // the assignment moves the parsed tree in, it does not copy
+ common_json out;
+ as_json(&out) = ordered_json::parse(text);
+ return out;
+ } catch (const std::exception & e) {
+ throw common_json_error(e.what());
+ }
+}
+
+common_json common_json::parse_no_throw(const std::string & text) {
+ common_json out;
+ as_json(&out) = ordered_json::parse(text, nullptr, false);
+ return out;
+}
+
+bool common_json::is_discarded() const {
+ return as_json(this).is_discarded();
+}
+
+common_json common_json::array() {
+ common_json out;
+ as_json(&out) = ordered_json::array();
+ return out;
+}
+
+common_json common_json::array(std::initializer_list<common_json_value> vals) {
+ common_json out;
+ ordered_json & arr = as_json(&out);
+ arr = ordered_json::array();
+
+ for (const auto & val : vals) {
+ arr.push_back(to_json(val));
+ }
+
+ return out;
+}
+
+common_json common_json::object() {
+ common_json out;
+ as_json(&out) = ordered_json::object();
+ return out;
+}
+
+common_json common_json::object(std::initializer_list<common_json_item> items) {
+ return common_json(items);
+}
+
+common_json common_json::make(const common_json_value & val) {
+ return common_json(val);
+}
+
+bool common_json::is_null() const { return as_json(this).is_null(); }
+bool common_json::is_object() const { return as_json(this).is_object(); }
+bool common_json::is_array() const { return as_json(this).is_array(); }
+bool common_json::is_string() const { return as_json(this).is_string(); }
+bool common_json::is_boolean() const { return as_json(this).is_boolean(); }
+bool common_json::is_number() const { return as_json(this).is_number(); }
+bool common_json::is_number_integer() const { return as_json(this).is_number_integer(); }
+bool common_json::is_number_float() const { return as_json(this).is_number_float(); }
+
+bool common_json::empty() const { return as_json(this).empty(); }
+size_t common_json::size() const { return as_json(this).size(); }
+
+bool common_json::contains(const std::string & key) const {
+ return as_json(this).contains(key);
+}
+
+bool common_json::operator==(const common_json_value & val) const {
+ // compare a tree in place, to_json() would copy it
+ if (val.type == common_json_value::VAL_JSON) {
+ return as_json(this) == as_json(val.val_json.get());
+ }
+ return as_json(this) == to_json(val);
+}
+
+bool common_json::operator!=(const common_json_value & val) const {
+ return !(*this == val);
+}
+
+common_json & common_json::at(const std::string & key) { return guard([&]() -> common_json & { return as_common(as_json(this).at(key)); }); }
+const common_json & common_json::at(const std::string & key) const { return guard([&]() -> const common_json & { return as_common(as_json(this).at(key)); }); }
+common_json & common_json::at(size_t idx) { return guard([&]() -> common_json & { return as_common(as_json(this).at(idx)); }); }
+const common_json & common_json::at(size_t idx) const { return guard([&]() -> const common_json & { return as_common(as_json(this).at(idx)); }); }
+
+common_json & common_json::operator[](const std::string & key) { return guard([&]() -> common_json & { return as_common(as_json(this)[key]); }); }
+const common_json & common_json::operator[](const std::string & key) const { return guard([&]() -> const common_json & { return as_common(as_json(this).at(key)); }); }
+common_json & common_json::operator[](size_t idx) { return guard([&]() -> common_json & { return as_common(as_json(this)[idx]); }); }
+const common_json & common_json::operator[](size_t idx) const { return guard([&]() -> const common_json & { return as_common(as_json(this).at(idx)); }); }
+
+common_json & common_json::front() { return as_common(as_json(this).front()); }
+const common_json & common_json::front() const { return as_common(as_json(this).front()); }
+common_json & common_json::back() { return as_common(as_json(this).back()); }
+const common_json & common_json::back() const { return as_common(as_json(this).back()); }
+
+void common_json::clear() {
+ as_json(this).clear();
+}
+
+void common_json::erase(const std::string & key) {
+ guard([&] { as_json(this).erase(key); });
+}
+
+void common_json::erase(size_t idx) {
+ guard([&] { as_json(this).erase(idx); });
+}
+
+void common_json::assign(const common_json_value & val) {
+ as_json(this) = to_json(val);
+}
+
+void common_json::set(const common_json_item & item) {
+ guard([&] { as_json(this)[item.key] = to_json(item.val); });
+}
+
+void common_json::push_back(const common_json_value & val) {
+ guard([&] { as_json(this).push_back(to_json(val)); });
+}
+
+void common_json::push_back(std::initializer_list<common_json_item> items) {
+ common_json val(items);
+
+ guard([&] { as_json(this).push_back(std::move(as_json(&val))); });
+}
+
+size_t common_json::count(const std::string & key) const {
+ return as_json(this).count(key);
+}
+
+void common_json::insert(const common_json & vals) {
+ guard([&] {
+ ordered_json & self = as_json(this);
+
+ self.insert(self.end(), as_json(&vals).begin(), as_json(&vals).end());
+ });
+}
+
+std::string common_json::dump(int indent) const {
+ return guard([&] { return as_json(this).dump(indent); });
+}
+
+std::string common_json::dump_safe(int indent) const {
+ return as_json(this).dump(indent, ' ', false, ordered_json::error_handler_t::replace);
+}
+
+// an array is indexed directly, an object needs a walk from the start
+common_json & common_json::iterator::operator*() const {
+ return guard([&]() -> common_json & {
+ ordered_json & j = as_json(node);
+
+ if (j.is_object()) {
+ return as_common(std::next(j.begin(), idx).value());
+ }
+ if (j.is_array()) {
+ return as_common(j[idx]);
+ }
+
+ // a plain value gives itself once, same as the backing library
+ return *node;
+ });
+}
+
+std::string common_json::iterator::key() const {
+ return guard([&] { return std::next(as_json(node).begin(), idx).key(); });
+}
+
+common_json::iterator common_json::begin() const {
+ return iterator(const_cast<common_json *>(this), 0);
+}
+
+common_json::iterator common_json::end() const {
+ return iterator(const_cast<common_json *>(this), size());
+}
+
+// the keys follow the backing library: the index for an array, "" for a plain value
+common_json::items_view::entry common_json::items_view::iterator::operator*() const {
+ return guard([&]() -> entry {
+ ordered_json & j = as_json(node);
+
+ if (j.is_object()) {
+ auto it = std::next(j.begin(), idx);
+
+ return { it.key(), as_common(it.value()) };
+ }
+ if (j.is_array()) {
+ return { std::to_string(idx), as_common(j[idx]) };
+ }
+
+ return { std::string(), *node };
+ });
+}
+
+common_json::items_view common_json::items() const {
+ return items_view(const_cast<common_json *>(this), size());
+}
+
+// the backing library cannot build a common_json, so this one is just a copy
+template <> common_json common_json::get<common_json>() const {
+ return *this;
+}
+
+// get<T>() is usable only for the types below
+
+#define COMMON_JSON_GET(...) template <> __VA_ARGS__ common_json::get<__VA_ARGS__>() const { return guard([&] { return as_json(this).get<__VA_ARGS__>(); }); }
+
+COMMON_JSON_GET(bool)
+COMMON_JSON_GET(int)
+COMMON_JSON_GET(unsigned int)
+COMMON_JSON_GET(long)
+COMMON_JSON_GET(unsigned long)
+COMMON_JSON_GET(long long)
+COMMON_JSON_GET(unsigned long long)
+COMMON_JSON_GET(float)
+COMMON_JSON_GET(double)
+COMMON_JSON_GET(std::string)
+COMMON_JSON_GET(std::vector<float>)
+COMMON_JSON_GET(std::vector<std::string>)
+COMMON_JSON_GET(std::set<std::string>)
+COMMON_JSON_GET(std::vector<int>)
+COMMON_JSON_GET(std::vector<size_t>)
+COMMON_JSON_GET(std::unordered_map<std::string, size_t>)
+
+#undef COMMON_JSON_GET
+
+// must stay below the get<std::string> specialization
+common_json::operator std::string() const {
+ return get<std::string>();
+}
+
+std::string common_json::value(const std::string & key, const char * def) const {
+ return contains(key) ? at(key).get<std::string>() : std::string(def);
+}
diff --git a/common/json.h b/common/json.h
new file mode 100644
index 0000000000..f3ad4edee8
--- /dev/null
+++ b/common/json.h
@@ -0,0 +1,352 @@
+#pragma once
+
+#include <cstddef>
+#include <cstdint>
+#include <initializer_list>
+#include <iterator>
+#include <map>
+#include <memory>
+#include <set>
+#include <stdexcept>
+#include <string>
+#include <string_view>
+#include <type_traits>
+#include <unordered_map>
+#include <utility>
+#include <vector>
+
+// common_json, a thin wrapper around vendor json library
+// the underlay library is pimpl, we are using nlohmann::json for now
+//
+// many features of the library are deliberately left out, to keep this interface small and generic and to keep compile time down
+//
+// some main differences compared to nlohmann::json :
+// - object keys keep the order in which they are added
+// - errors are always throw as common_json_error
+// - obj.push_back({key, val}) is intentionally unsupported to avoid confusion with push_back on a vector; write it as obj[key] = val for clarity
+// - a braced pair in value position does not build, e.g. {"key", {"a", "b"}}; write array({"a", "b"}) where nlohmann made an array
+//
+// in doubt, search the code base for an existing usage example; do not add anything to this header unless absolutely necessary
+
+class common_json;
+
+// common_json_value holds a list of these, and each of them holds a value, so one must come first
+struct common_json_item;
+
+struct common_json_error : std::runtime_error {
+ using std::runtime_error::runtime_error;
+};
+
+// one value, tagged so that this header stays free of the backing library
+// note: a value that holds a tree is single use, the second use gives null
+struct common_json_value {
+ enum value_type {
+ VAL_NULL,
+ VAL_BOOL,
+ VAL_INT,
+ VAL_UINT,
+ VAL_DOUBLE,
+ VAL_STRING,
+ VAL_JSON,
+ };
+
+ value_type type = VAL_NULL;
+
+ union {
+ bool val_bool;
+ int64_t val_int;
+ uint64_t val_uint = 0;
+ double val_double;
+ };
+
+ std::string val_string;
+ std::shared_ptr<common_json> val_json;
+
+ common_json_value(std::nullptr_t = nullptr) : type(VAL_NULL) {}
+ common_json_value(bool val) : type(VAL_BOOL), val_bool(val) {}
+ common_json_value(std::string val) : type(VAL_STRING), val_string(std::move(val)) {}
+ // without this a string_view lands on the common_json ctor below and recurses
+ common_json_value(std::string_view val) : type(VAL_STRING), val_string(val) {}
+ common_json_value(const char * val);
+ common_json_value(const common_json & val);
+ common_json_value(common_json && val);
+ // only for the types instantiated in json.cpp, the rest fails at link time
+ template <typename T> common_json_value(const std::vector<T> & vals);
+ // a set becomes an array, in the set's own order
+ template <typename T> common_json_value(const std::set<T> & vals);
+ // a map becomes an object, keyed in the map's own order
+ template <typename T> common_json_value(const std::map<std::string, T> & vals);
+ template <typename T> common_json_value(const std::unordered_map<std::string, T> & vals);
+
+ // nested object, e.g. {"fn", {{"name", "x"}}}
+ // note: a nested pair {"a", "b"} does not build, use common_json::array({"a", "b"}) for an array
+ common_json_value(std::initializer_list<common_json_item> items);
+
+ template <typename T, typename std::enable_if<std::is_integral<T>::value && !std::is_same<T, bool>::value, int>::type = 0>
+ common_json_value(T val) : type(std::is_signed<T>::value ? VAL_INT : VAL_UINT) {
+ if (std::is_signed<T>::value) {
+ val_int = (int64_t) val;
+ } else {
+ val_uint = (uint64_t) val;
+ }
+ }
+
+ template <typename T, typename std::enable_if<std::is_floating_point<T>::value, int>::type = 0>
+ common_json_value(T val) : type(VAL_DOUBLE), val_double((double) val) {}
+};
+
+struct common_json_item {
+ std::string key;
+ common_json_value val;
+
+ template <typename T>
+ common_json_item(std::string key, T && val) :
+ key(std::move(key)), val(std::forward<T>(val)) {}
+
+ // a braced list cannot deduce T, so it needs its own overload
+ common_json_item(std::string key, std::initializer_list<common_json_item> items) :
+ key(std::move(key)), val(items) {}
+};
+
+// the types common_json_value holds on its own
+// anything else reaches its common_json ctor and recurses forever
+template <typename T> struct common_json_is_value : std::integral_constant<bool,
+ std::is_arithmetic<T>::value ||
+ std::is_same<T, std::nullptr_t>::value ||
+ std::is_same<T, std::string>::value ||
+ std::is_same<T, std::string_view>::value ||
+ std::is_same<T, char *>::value ||
+ std::is_same<T, const char *>::value ||
+ std::is_same<T, common_json>::value> {};
+
+template <typename T, typename A>
+struct common_json_is_value<std::vector<T, A>> : std::true_type {};
+
+template <typename T, typename C, typename A>
+struct common_json_is_value<std::set<T, C, A>> : std::true_type {};
+
+template <typename V, typename C, typename A>
+struct common_json_is_value<std::map<std::string, V, C, A>> : std::true_type {};
+
+template <typename V, typename H, typename E, typename A>
+struct common_json_is_value<std::unordered_map<std::string, V, H, E, A>> : std::true_type {};
+
+class common_json {
+ public:
+ common_json();
+ common_json(const common_json & other);
+ common_json(common_json && other) noexcept;
+ common_json(std::initializer_list<common_json_item> items);
+ common_json(const common_json_value & val);
+
+ // direct, a value would need two conversions in a row
+ common_json(std::nullptr_t);
+
+ // one step, so that "abc" or a vector can go straight into a common_json
+ template <typename T, typename std::enable_if<!std::is_same<typename std::decay<T>::type, common_json>::value &&
+ !std::is_same<typename std::decay<T>::type, common_json_value>::value, int>::type = 0>
+ common_json(T && val) : common_json(common_json_value(std::forward<T>(val))) {
+ static_assert(common_json_is_value<typename std::decay<T>::type>::value,
+ "no common_json_value ctor holds this type, add one instead of letting it recurse");
+ }
+
+ // by value, same as the backing library
+ // the right side is copied before the left side can invalidate it, e.g. msg["a"] = msg.at("b")
+ common_json & operator=(common_json other) noexcept;
+
+ ~common_json();
+
+ // throws common_json_error if the text is not valid JSON
+ static common_json parse(const std::string & text);
+
+ // gives a discarded value instead of throwing, check it with is_discarded()
+ static common_json parse_no_throw(const std::string & text);
+
+ bool is_discarded() const;
+
+ static common_json array();
+ static common_json array(std::initializer_list<common_json_value> vals);
+ static common_json object();
+ static common_json object(std::initializer_list<common_json_item> items);
+
+ // holds a single value, e.g. make("abc").dump() gives "\"abc\""
+ static common_json make(const common_json_value & val);
+
+ bool is_null() const;
+ bool is_object() const;
+ bool is_array() const;
+ bool is_string() const;
+ bool is_boolean() const;
+ bool is_number() const;
+ bool is_number_integer() const;
+ bool is_number_float() const;
+
+ bool empty() const;
+ size_t size() const;
+
+ bool contains(const std::string & key) const;
+
+ bool operator==(const common_json_value & val) const;
+ bool operator!=(const common_json_value & val) const;
+
+ // at() throws common_json_error if the key is missing, operator[] adds a null value instead
+ // note: a const operator[] cannot add, it throws like at()
+ common_json & at(const std::string & key);
+ const common_json & at(const std::string & key) const;
+ common_json & at(size_t idx);
+ const common_json & at(size_t idx) const;
+
+ common_json & operator[](const std::string & key);
+ const common_json & operator[](const std::string & key) const;
+ common_json & operator[](const char * key) { return (*this)[std::string(key)]; }
+ const common_json & operator[](const char * key) const { return (*this)[std::string(key)]; }
+ common_json & operator[](int idx) { return (*this)[to_idx(idx)]; }
+ const common_json & operator[](int idx) const { return (*this)[to_idx(idx)]; }
+ common_json & operator[](size_t idx);
+ const common_json & operator[](size_t idx) const;
+
+ common_json & front();
+ const common_json & front() const;
+ common_json & back();
+ const common_json & back() const;
+
+ void clear();
+
+ void erase(const std::string & key);
+ void erase(size_t idx);
+
+ // only for the types instantiated in json.cpp, the rest fails at link time
+ template <typename T> T get() const;
+
+ // implicit get<T>() for plain values, so they can be assigned to their C++ type directly
+ // note: kept to this short list on purpose, a wider one makes j["key"] ambiguous
+ // note: a numeric one would make "str = json;" ambiguous, a number converts to char too
+ operator std::string() const;
+
+ template <typename T>
+ T value(const std::string & key, T def) const {
+ return contains(key) ? at(key).get<T>() : def;
+ }
+
+ std::string value(const std::string & key, const char * def) const;
+
+ // a JSON default needs no get<T>(), it is already the right type
+ common_json value(const std::string & key, const common_json & def) const {
+ return contains(key) ? at(key) : def;
+ }
+
+ void assign(const common_json_value & val);
+ void set(const common_json_item & item);
+ void push_back(const common_json_value & val);
+
+ // appends one object, e.g. push_back({{"a", 1}})
+ void push_back(std::initializer_list<common_json_item> items);
+
+ // 1 if the key is there, 0 if not
+ size_t count(const std::string & key) const;
+
+ // appends every value of another array; inserting an array into itself throws
+ void insert(const common_json & vals);
+
+ // a common_json goes through the copy assignment above, everything else becomes a value
+ template <typename T, typename std::enable_if<!std::is_same<typename std::decay<T>::type, common_json>::value, int>::type = 0>
+ common_json & operator=(T && val) {
+ assign(common_json_value(std::forward<T>(val)));
+ return *this;
+ }
+
+ std::string dump(int indent = -1) const;
+
+ // same as dump(), but bad UTF-8 gets replaced instead of throwing
+ std::string dump_safe(int indent = -1) const;
+
+ // walks an array by index, or an object in insertion order
+ // a plain value gives itself once, same as the backing library
+ class iterator {
+ public:
+ using iterator_category = std::forward_iterator_tag;
+ using value_type = common_json;
+ using difference_type = std::ptrdiff_t;
+ using pointer = common_json *;
+ using reference = common_json &;
+
+ iterator(common_json * node, size_t idx) : node(node), idx(idx) {}
+
+ common_json & operator*() const;
+ common_json & value() const { return **this; }
+ std::string key() const;
+
+ iterator & operator++() {
+ idx++;
+ return *this;
+ }
+
+ bool operator!=(const iterator & other) const { return idx != other.idx; }
+ bool operator==(const iterator & other) const { return idx == other.idx; }
+
+ private:
+ common_json * node;
+ size_t idx;
+ };
+
+ iterator begin() const;
+ iterator end() const;
+
+ // allows: for (const auto & [key, val] : obj.items())
+ class items_view {
+ public:
+ // the members are public, so an entry also works with structured bindings
+ struct entry {
+ std::string k;
+ common_json & v;
+
+ const std::string & key() const { return k; }
+ common_json & value() const { return v; }
+ };
+
+ items_view(common_json * node, size_t n) : node(node), n(n) {}
+
+ class iterator {
+ public:
+ iterator(common_json * node, size_t idx) : node(node), idx(idx) {}
+
+ entry operator*() const;
+
+ iterator & operator++() {
+ idx++;
+ return *this;
+ }
+
+ bool operator!=(const iterator & other) const { return idx != other.idx; }
+
+ private:
+ common_json * node;
+ size_t idx;
+ };
+
+ iterator begin() const { return iterator(node, 0); }
+ iterator end() const { return iterator(node, n); }
+
+ private:
+ common_json * node;
+ size_t n;
+ };
+
+ items_view items() const;
+
+ private:
+ // a negative index must not turn into a huge size_t
+ static size_t to_idx(int idx) {
+ if (idx < 0) {
+ throw common_json_error("negative array index");
+ }
+ return (size_t) idx;
+ }
+
+ // the backing value is built here, json.cpp checks that it fits
+ // it cannot be a pointer: a value inside a tree would then not be a common_json
+ // at() could then only give back a copy instead of a real reference
+ alignas(8) unsigned char storage[32];
+};
+
+using common_json_entry = common_json::items_view::entry;
diff --git a/common/llguidance.cpp b/common/llguidance.cpp
index d58f147a76..500bb09147 100644
--- a/common/llguidance.cpp
+++ b/common/llguidance.cpp
@@ -116,6 +116,8 @@ static llama_sampler_i llama_sampler_llg_i = {
/* .backend_accept = */ NULL,
/* .backend_apply = */ NULL,
/* .backend_set_input = */ NULL,
+ /* .backend_reset = */ NULL,
+ /* .copy_state = */ NULL,
};
static size_t llama_sampler_llg_tokenize_fn(const void * user_data, const uint8_t * bytes, size_t bytes_len,
diff --git a/common/log.cpp b/common/log.cpp
index bd62616d8a..2d1e74ad1f 100644
--- a/common/log.cpp
+++ b/common/log.cpp
@@ -11,8 +11,13 @@
#include <sstream>
#include <thread>
#include <vector>
+#include <algorithm>
#if defined(_WIN32)
+# define WIN32_LEAN_AND_MEAN
+# ifndef NOMINMAX
+# define NOMINMAX
+# endif
# include <io.h>
# include <windows.h>
# define isatty _isatty
@@ -62,16 +67,15 @@ static const char* g_col[] = {
};
struct common_log_entry {
- enum ggml_log_level level;
-
- bool prefix;
-
- int64_t timestamp;
+ enum ggml_log_level level {GGML_LOG_LEVEL_INFO};
std::vector<char> msg;
- // signals the worker thread to stop
- bool is_end;
+ int64_t timestamp { 0 };
+ bool is_end { false }; // signals the worker thread to stop
+ bool prefix { false };
+
+ common_log_entry(size_t size = 256) : msg(size) { }
void print(FILE * file = nullptr) const {
FILE * fcur = file;
@@ -122,22 +126,15 @@ struct common_log_entry {
};
struct common_log {
- // default capacity - will be expanded if needed
- common_log() : common_log(256) {}
-
- common_log(size_t capacity) {
- file = nullptr;
- prefix = false;
+ // default capacity
+ common_log(size_t capacity = 512) {
+ file = nullptr;
+ prefix = false;
timestamps = false;
- running = false;
- t_start = t_us();
-
- // initial message size - will be expanded if longer messages arrive
- entries.resize(capacity);
- for (auto & entry : entries) {
- entry.msg.resize(256);
- }
+ running = false;
+ t_start = t_us();
+ queue.resize(capacity, common_log_entry(256));
head = 0;
tail = 0;
@@ -152,9 +149,10 @@ struct common_log {
}
private:
- std::mutex mtx;
- std::thread thrd;
- std::condition_variable cv;
+ std::mutex mtx;
+ std::thread thrd;
+ std::condition_variable cv_new; // new entry
+ std::condition_variable cv_full; // wait on full
FILE * file;
@@ -164,24 +162,53 @@ private:
int64_t t_start;
- // ring buffer of entries
- std::vector<common_log_entry> entries;
+ // queue of entries
+ std::vector<common_log_entry> queue;
size_t head;
size_t tail;
- // worker thread copies into this
- common_log_entry cur;
+ bool print_entry(const common_log_entry & e) const {
+ if (e.is_end) return true;
+
+ e.print();
+ if (file) {
+ e.print(file);
+ }
+ return false;
+ }
+
+ bool flush_queue(size_t start_head, size_t end_tail, size_t & out_head) const {
+ bool stop = false;
+ size_t h = start_head;
+ while (h != end_tail && !stop) {
+ stop = print_entry(queue[h]);
+ h = (h + 1) % queue.size();
+ }
+ out_head = h;
+ return stop;
+ }
public:
+ bool is_full() const {
+ return ((tail + 1) % queue.size()) == head;
+ }
+
+ bool is_empty() const {
+ return head == tail;
+ }
+
void add(enum ggml_log_level level, const char * fmt, va_list args) {
- std::lock_guard<std::mutex> lock(mtx);
+ std::unique_lock<std::mutex> lock(mtx);
+
+ // block if the queue is full
+ cv_full.wait(lock, [this]() { return !running || !is_full(); });
if (!running) {
// discard messages while the worker thread is paused
return;
}
- auto & entry = entries[tail];
+ auto & entry = queue[tail];
{
// cannot use args twice, so make a copy in case we need to expand the buffer
@@ -216,38 +243,16 @@ public:
va_end(args_copy);
}
- entry.level = level;
- entry.prefix = prefix;
+ entry.is_end = false;
+ entry.level = level;
+ entry.prefix = prefix;
entry.timestamp = 0;
if (timestamps) {
entry.timestamp = t_us() - t_start;
}
- entry.is_end = false;
- tail = (tail + 1) % entries.size();
- if (tail == head) {
- // expand the buffer
- std::vector<common_log_entry> new_entries(2*entries.size());
-
- size_t new_tail = 0;
-
- do {
- new_entries[new_tail] = std::move(entries[head]);
-
- head = (head + 1) % entries.size();
- new_tail = (new_tail + 1);
- } while (head != tail);
-
- head = 0;
- tail = new_tail;
-
- for (size_t i = tail; i < new_entries.size(); i++) {
- new_entries[i].msg.resize(256);
- }
-
- entries = std::move(new_entries);
- }
- cv.notify_one();
+ tail = (tail + 1) % queue.size();
+ cv_new.notify_one();
}
void resume() {
@@ -261,23 +266,24 @@ public:
thrd = std::thread([this]() {
while (true) {
- {
- std::unique_lock<std::mutex> lock(mtx);
- cv.wait(lock, [this]() { return head != tail; });
- cur = entries[head];
+ std::unique_lock<std::mutex> lock(mtx);
+ cv_new.wait(lock, [this]() { return !is_empty(); });
- head = (head + 1) % entries.size();
- }
+ size_t cached_head = head;
+ size_t cached_tail = tail;
- if (cur.is_end) {
+ lock.unlock(); // drop the lock during flush
+
+ size_t next_head;
+ bool stop = flush_queue(cached_head, cached_tail, next_head);
+
+ lock.lock();
+ head = next_head;
+ cv_full.notify_all();
+
+ if (stop) {
break;
}
-
- cur.print(); // stdout and stderr
-
- if (file) {
- cur.print(file);
- }
}
});
}
@@ -293,13 +299,13 @@ public:
running = false;
// push an entry to signal the worker thread to stop
- {
- auto & entry = entries[tail];
- entry.is_end = true;
+ auto & entry = queue[tail];
+ entry.is_end = true;
+ tail = (tail + 1) % queue.size();
- tail = (tail + 1) % entries.size();
- }
- cv.notify_one();
+ // wakeup everyone
+ cv_new.notify_one();
+ cv_full.notify_all();
}
thrd.join();
diff --git a/common/ngram-map.cpp b/common/ngram-map.cpp
index 9364159767..d1cb4519f2 100644
--- a/common/ngram-map.cpp
+++ b/common/ngram-map.cpp
@@ -125,6 +125,16 @@ void common_ngram_map_begin(
LOG_DBG("%s: begin, idx_last_draft=%zu, new begin=%zu, #keys=%zu\n", __func__,
map.idx_last_check, size_begin, map.keys.size());
+ size_t idx_begin_cleanup = map.size_last_begin;
+ if (idx_begin_cleanup > size_begin) {
+ if (size_begin > (size_t) map.size_key + map.size_value) {
+ idx_begin_cleanup = size_begin - map.size_key - map.size_value;
+ } else {
+ idx_begin_cleanup = 0;
+ }
+ LOG_INF("%s: shrink cleanup begin: %zu -> %zu\n", __func__, map.size_last_begin, idx_begin_cleanup);
+ }
+
size_t count_map_entries_upd = 0;
if (!map.key_map.empty() && size_begin < map.idx_last_check) {
if (map.show_key_map_stats) {
@@ -150,27 +160,23 @@ void common_ngram_map_begin(
// Update the map from hash to key index (clear outdated entries).
for (size_t i = 0; i < map.key_map.size(); ++i) {
uint32_t key_idx = map.key_map[i];
- if (key_idx >= map.size_last_begin) {
+ if (key_idx != 0 && key_idx >= idx_begin_cleanup) {
map.key_map[i] = 0;
count_map_entries_upd++;
}
}
- map.key_map_last_idx = (map.size_last_begin > 0) ? map.size_last_begin - 1 : 0;
+ map.key_map_last_idx = (idx_begin_cleanup > 0) ? (uint32_t) (idx_begin_cleanup - 1) : 0;
}
if (size_begin < map.idx_last_check && !map.keys.empty()) {
- // The next token generation will start at index size_begin.
- // The tokens between map.size_last_begin and size_begin are no longer valid.
- //
- // Refresh map: Remove all entries with index >= map.size_last_begin.
size_t count_keys = map.keys.size();
size_t count_keys_del = 0;
size_t count_values_del = 0;
for (int32_t i = map.keys.size() - 1; i >= 0; --i) {
common_ngram_map_key & key = map.keys[i];
- if (key.key_idx >= map.size_last_begin) {
+ if (key.key_idx >= idx_begin_cleanup) {
// Delete the key.
- LOG_DBG("%s: delete key %d at index %zu (>= size_last_begin=%zu)\n", __func__, i, key.key_idx, map.size_last_begin);
+ LOG_DBG("%s: delete key %d at index %zu (>= idx_begin_cleanup=%zu)\n", __func__, i, key.key_idx, idx_begin_cleanup);
map.keys.erase(map.keys.begin() + i);
count_keys_del++;
continue;
@@ -182,7 +188,7 @@ void common_ngram_map_begin(
// Check the indices of the values.
for (int16_t j = COMMON_NGRAM_MAX_VALUES - 1; j >= 0; --j) {
common_ngram_map_value & value = key.values[j];
- if (value.value_idx >= map.size_last_begin) {
+ if (value.value_idx != 0 && value.value_idx >= idx_begin_cleanup) {
// Delete the value.
count_values_del++;
diff --git a/common/peg-parser.cpp b/common/peg-parser.cpp
index e37c1ce80e..46fc29bf2f 100644
--- a/common/peg-parser.cpp
+++ b/common/peg-parser.cpp
@@ -3,16 +3,16 @@
#include "common.h"
#include "json-schema-to-grammar.h"
#include "log.h"
+#include "trie.h"
#include "unicode.h"
#include <algorithm>
#include <initializer_list>
#include <map>
#include <memory>
-#include <nlohmann/json.hpp>
#include <regex>
+#include <set>
#include <stdexcept>
-#include <unordered_set>
// Trick to catch missing branches
template <typename T>
@@ -31,128 +31,6 @@ static bool is_hex_digit(const char c) {
return (c >= '0' && c <= '9') || (c >= 'a' && c <= 'f') || (c >= 'A' && c <= 'F');
}
-// Trie for matching multiple literals.
-// This is used in common_peg_until_parser and to build a GBNF exclusion grammar
-struct trie {
- struct node {
- std::map<uint32_t, size_t> children; // Use uint32_t to store Unicode codepoints
- bool is_word;
- };
-
- std::vector<node> nodes;
-
- trie(const std::vector<std::string> & words) {
- create_node(); // root node
- for (const auto & w : words) {
- insert(w);
- }
- }
-
- enum match_result { NO_MATCH, PARTIAL_MATCH, COMPLETE_MATCH };
-
- // Check if a delimiter starts at the given position
- match_result check_at(std::string_view sv, size_t start_pos) const {
- size_t current = 0; // Start at root
- size_t pos = start_pos;
-
- // LOG_DBG("%s: checking at pos %zu, sv='%s'\n", __func__, start_pos, std::string(sv).c_str());
-
- while (pos < sv.size()) {
- auto result = common_parse_utf8_codepoint(sv, pos);
- if (result.status != utf8_parse_result::SUCCESS) {
- break;
- }
-
- auto it = nodes[current].children.find(result.codepoint);
- if (it == nodes[current].children.end()) {
- // Can't continue matching
- return match_result{match_result::NO_MATCH};
- }
-
- current = it->second;
- pos += result.bytes_consumed;
-
- // Check if we've matched a complete word
- if (nodes[current].is_word) {
- return match_result{match_result::COMPLETE_MATCH};
- }
- }
-
- // Reached end of input while still in the trie (not at root)
- if (current != 0) {
- // We're in the middle of a potential match
- return match_result{match_result::PARTIAL_MATCH};
- }
-
- // Reached end at root (no match)
- return match_result{match_result::NO_MATCH};
- }
-
- struct prefix_and_next {
- std::vector<uint32_t> prefix;
- std::vector<uint32_t> next_chars;
- };
-
- std::vector<prefix_and_next> collect_prefix_and_next() {
- std::vector<uint32_t> prefix;
- std::vector<prefix_and_next> result;
- collect_prefix_and_next(0, prefix, result);
- return result;
- }
-
- private:
- void collect_prefix_and_next(size_t index, std::vector<uint32_t> & prefix, std::vector<prefix_and_next> & out) {
- if (!nodes[index].is_word) {
- if (!nodes[index].children.empty()) {
- std::vector<uint32_t> chars;
- chars.reserve(nodes[index].children.size());
- for (const auto & p : nodes[index].children) {
- chars.push_back(p.first);
- }
- out.emplace_back(prefix_and_next{prefix, chars});
- }
- }
-
- for (const auto & p : nodes[index].children) {
- uint32_t ch = p.first;
- auto child = p.second;
- prefix.push_back(ch);
- collect_prefix_and_next(child, prefix, out);
- prefix.pop_back();
- }
- }
-
- size_t create_node() {
- size_t index = nodes.size();
- nodes.emplace_back();
- return index;
- }
-
- void insert(const std::string & word) {
- size_t current = 0;
- size_t pos = 0;
- while (pos < word.length()) {
- auto result = common_parse_utf8_codepoint(word, pos);
- if (result.status != utf8_parse_result::SUCCESS) {
- break;
- }
-
- uint32_t ch = result.codepoint;
- pos += result.bytes_consumed;
-
- auto it = nodes[current].children.find(ch);
- if (it == nodes[current].children.end()) {
- size_t child = create_node();
- nodes[current].children[ch] = child;
- current = child;
- } else {
- current = it->second;
- }
- }
- nodes[current].is_word = true;
- }
-};
-
static std::pair<uint32_t, size_t> parse_hex_escape(const std::string & str, size_t pos, int hex_count) {
if (pos + hex_count > str.length()) {
return {0, 0};
@@ -691,23 +569,34 @@ struct parser_executor {
}
static common_peg_parse_result handle_escape_sequence(common_peg_parse_context & ctx, size_t start, size_t & pos, const char delimiter) {
+ auto save = pos;
+
++pos; // consume '\'
if (pos >= ctx.input.size()) {
if (!ctx.is_lenient()) {
return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
}
+ pos = save; // suppress unmatched '\'
return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos);
}
char c = ctx.input[pos];
+
if (c == delimiter || c == '\\' || c == '/' || c == 'b' || c == 'f' || c == 'n' || c == 'r' || c == 't') {
++pos;
return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos);
- } else if (c == 'u') {
- return handle_unicode_escape(ctx, start, pos);
- } else {
- return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
}
+
+ if (c == 'u') {
+ auto result = handle_unicode_escape(ctx, start, pos);
+ if (result.need_more_input()) {
+ pos = save; // suppress incomplete sequence
+ return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos);
+ }
+ return result;
+ }
+
+ return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
}
static common_peg_parse_result handle_unicode_escape(common_peg_parse_context & ctx, size_t start, size_t & pos) {
@@ -770,7 +659,7 @@ struct parser_executor {
}
common_peg_parse_result operator()(const common_peg_until_parser & p) const {
- trie matcher(p.delimiters);
+ common_trie matcher(p.delimiters);
// Scan input and check for delimiters
size_t pos = start_pos;
@@ -797,12 +686,12 @@ struct parser_executor {
// Check if a delimiter starts at this position
auto match = matcher.check_at(ctx.input, pos);
- if (match == trie::COMPLETE_MATCH) {
+ if (match == common_trie::COMPLETE_MATCH) {
// Found a complete delimiter, return everything before it
return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos);
}
- if (match == trie::PARTIAL_MATCH) {
+ if (match == common_trie::PARTIAL_MATCH) {
// Found a partial match extending to end of input, return everything before it
return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start_pos, pos);
}
@@ -894,6 +783,10 @@ struct parser_executor {
common_peg_parse_result operator()(const common_peg_gbnf_parser & p) {
return arena.parse(p.child, ctx, start_pos);
}
+
+ common_peg_parse_result operator()(const common_peg_ac_parser & p) {
+ return arena.parse(p.child, ctx, start_pos);
+ }
};
common_peg_parse_result common_peg_arena::parse(common_peg_parse_context & ctx, size_t start) const {
@@ -962,7 +855,8 @@ void common_peg_arena::resolve_refs() {
std::is_same_v<T, common_peg_not_parser> ||
std::is_same_v<T, common_peg_tag_parser> ||
std::is_same_v<T, common_peg_atomic_parser> ||
- std::is_same_v<T, common_peg_gbnf_parser>) {
+ std::is_same_v<T, common_peg_gbnf_parser> ||
+ std::is_same_v<T, common_peg_ac_parser>) {
p.child = resolve_ref(p.child);
} else if constexpr (std::is_same_v<T, common_peg_rule_parser>) {
p.child = resolve_ref(p.child);
@@ -992,12 +886,12 @@ void common_peg_arena::resolve_refs() {
}
std::string common_peg_arena::dump(common_peg_parser_id id) const {
- std::unordered_set<common_peg_parser_id> visited;
+ std::set<common_peg_parser_id> visited;
return dump_impl(id, visited);
}
std::string common_peg_arena::dump_impl(common_peg_parser_id id,
- std::unordered_set<common_peg_parser_id> & visited) const {
+ std::set<common_peg_parser_id> & visited) const {
// Check for cycles
if (visited.count(id)) {
return "[cycle]";
@@ -1043,6 +937,8 @@ std::string common_peg_arena::dump_impl(common_peg_parser_id
return "Atomic(" + dump_impl(p.child, visited) + ")";
} else if constexpr (std::is_same_v<T, common_peg_gbnf_parser>) {
return "Gbnf(" + p.grammar + ", " + dump_impl(p.child, visited) + ")";
+ } else if constexpr (std::is_same_v<T, common_peg_ac_parser>) {
+ return "Ac(" + string_join(p.delimiters, " | ") + ", " + dump_impl(p.child, visited) + ")";
} else if constexpr (std::is_same_v<T, common_peg_any_parser>) {
return "Any";
} else if constexpr (std::is_same_v<T, common_peg_space_parser>) {
@@ -1223,8 +1119,8 @@ common_peg_parser common_peg_parser_builder::chars(const std::string & classes,
return wrap(arena_.add_parser(common_peg_chars_parser{classes, ranges, negated, min, max}));
}
-common_peg_parser common_peg_parser_builder::schema(const common_peg_parser & p, const std::string & name, const nlohmann::ordered_json & schema, bool raw) {
- return wrap(arena_.add_parser(common_peg_schema_parser{p.id(), name, std::make_shared<nlohmann::ordered_json>(schema), raw}));
+common_peg_parser common_peg_parser_builder::schema(const common_peg_parser & p, const std::string & name, const common_json & schema, bool raw) {
+ return wrap(arena_.add_parser(common_peg_schema_parser{p.id(), name, std::make_shared<common_json>(schema), raw}));
}
common_peg_parser common_peg_parser_builder::rule(const std::string & name, const common_peg_parser & p, bool trigger) {
@@ -1272,13 +1168,13 @@ common_peg_parser common_peg_parser_builder::string_content(char delimiter) {
common_peg_parser common_peg_parser_builder::double_quoted_string() {
return rule("double-quoted-string", [this]() {
- return sequence({literal("\""), string_content('"'), literal("\""), space()});
+ return sequence({literal("\""), string_content('"'), literal("\"")});
});
}
common_peg_parser common_peg_parser_builder::single_quoted_string() {
return rule("single-quoted-string", [this]() {
- return sequence({literal("'"), string_content('\''), literal("'"), space()});
+ return sequence({literal("'"), string_content('\''), literal("'")});
});
}
@@ -1301,25 +1197,25 @@ common_peg_parser common_peg_parser_builder::json_number() {
// At EOF in partial mode, chars returns NEED_MORE → negate propagates NEED_MORE → number not committed.
// This prevents premature commits of partial numbers (e.g. "3" when "3.14" is incoming).
auto not_number_continuation = negate(chars("[0-9.eE+-]", 1, 1));
- return sequence({ optional(literal("-")), int_part, optional(frac), optional(exp), not_number_continuation, space() });
+ return sequence({ optional(literal("-")), int_part, optional(frac), optional(exp), not_number_continuation });
});
}
common_peg_parser common_peg_parser_builder::json_string() {
return rule("json-string", [this]() {
- return sequence({literal("\""), string_content('"'), literal("\""), space()});
+ return sequence({literal("\""), string_content('"'), literal("\"")});
});
}
common_peg_parser common_peg_parser_builder::json_bool() {
return rule("json-bool", [this]() {
- return sequence({choice({literal("true"), literal("false")}), space()});
+ return choice({literal("true"), literal("false")});
});
}
common_peg_parser common_peg_parser_builder::json_null() {
return rule("json-null", [this]() {
- return sequence({literal("null"), space()});
+ return literal("null");
});
}
@@ -1334,8 +1230,7 @@ common_peg_parser common_peg_parser_builder::json_object() {
choice({
literal("}"),
sequence({members, ws, literal("}")})
- }),
- ws
+ })
});
});
}
@@ -1343,15 +1238,14 @@ common_peg_parser common_peg_parser_builder::json_object() {
common_peg_parser common_peg_parser_builder::json_array() {
return rule("json-array", [this]() {
auto ws = space();
- auto elements = sequence({json(), zero_or_more(sequence({literal(","), ws, json()}))});
+ auto elements = sequence({json(), zero_or_more(sequence({ws, literal(","), ws, json()}))});
return sequence({
literal("["),
ws,
choice({
literal("]"),
sequence({elements, ws, literal("]")})
- }),
- ws
+ })
});
});
}
@@ -1381,16 +1275,13 @@ common_peg_parser common_peg_parser_builder::python_number() {
common_peg_parser common_peg_parser_builder::python_bool() {
return rule("python-bool", [this]() {
- return sequence({
- choice({literal("True"), literal("False")}),
- space()
- });
+ return choice({literal("True"), literal("False")});
});
}
common_peg_parser common_peg_parser_builder::python_null() {
return rule("python-none", [this]() {
- return sequence({literal("None"), space()});
+ return literal("None");
});
}
@@ -1457,6 +1348,13 @@ common_peg_parser common_peg_parser_builder::json_member(const std::string & key
});
}
+common_peg_parser common_peg_parser_builder::ac(const common_peg_parser & p, const std::vector<std::string> & delimiters) {
+ if (delimiters.empty()) {
+ throw std::runtime_error("ac parser requires at least one delimiter");
+ }
+ return add(common_peg_ac_parser{p, delimiters});
+}
+
static std::string gbnf_escape_char_class(uint32_t c) {
if (c == '-' || c == ']' || c == '[' || c == '\\') {
return "\\" + std::string(1, (char) c);
@@ -1507,41 +1405,118 @@ static std::string gbnf_escape_char_class(uint32_t c) {
return std::string(buf);
}
-static std::string gbnf_excluding_pattern(const std::vector<std::string> & strings) {
- trie matcher(strings);
- auto pieces = matcher.collect_prefix_and_next();
-
- std::string pattern;
- for (size_t i = 0; i < pieces.size(); ++i) {
- if (i > 0) {
- pattern += " | ";
- }
-
- const auto & pre = pieces[i].prefix;
- const auto & chars = pieces[i].next_chars;
-
- std::string cls;
- cls.reserve(chars.size());
- for (uint32_t ch : chars) {
- cls += gbnf_escape_char_class(ch);
- }
-
- if (!pre.empty()) {
- pattern += gbnf_format_literal(common_unicode_cpts_to_utf8(pre)) + " [^" + cls + "]";
- } else {
- pattern += "[^" + cls + "]";
- }
+static std::string gbnf_char_class(const std::vector<uint32_t> & chars, bool negate) {
+ std::string s = negate ? "[^" : "[";
+ for (uint32_t ch : chars) {
+ s += gbnf_escape_char_class(ch);
}
-
- return "(" + pattern + ")*";
+ return s + "]";
}
-static std::unordered_set<std::string> collect_reachable_rules(
+static std::string gbnf_ac_grammar(
+ const common_grammar_builder & builder,
+ const std::string & prefix,
+ const std::vector<std::string> & strings,
+ const std::function<std::string(const std::vector<uint32_t> &,
+ const std::map<size_t, std::vector<uint32_t>> &,
+ const std::vector<uint32_t> &,
+ const std::function<std::string(size_t)> &)> & build_rule) {
+ common_aho_corasick ac(strings);
+
+ auto state_name = [&](size_t s) -> std::string {
+ if (s == 0) {
+ return prefix;
+ }
+ std::string num = std::to_string(s);
+ num = num.size() == 1 ? ("0" + num) : num;
+ return prefix + "-" + num;
+ };
+
+ for (size_t q = 0; q < ac.num_states(); q++) {
+ if (ac.is_terminal(q)) {
+ continue; // match states
+ }
+
+ std::map<size_t, std::vector<uint32_t>> buckets;
+ std::vector<uint32_t> completing; // chars that complete a delimiter
+ std::vector<uint32_t> specific; // chars with an explicit transition
+ for (uint32_t c : ac.alphabet) {
+ size_t d = ac.next(q, c);
+ if (ac.is_terminal(d)) {
+ completing.push_back(c);
+ specific.push_back(c);
+ } else if (d != 0) {
+ buckets[d].push_back(c); // specific non-root destination
+ specific.push_back(c);
+ }
+ }
+
+ builder.add_rule(state_name(q), build_rule(completing, buckets, specific, state_name));
+ }
+
+ // An empty delimiter makes the start state terminal. Emit an entry rule
+ // that matches the empty string so the returned reference stays valid.
+ if (ac.is_terminal(0)) {
+ builder.add_rule(prefix, "|");
+ }
+
+ return state_name(0);
+}
+
+// GBNF grammar matching strings that contain no string in `strings` as a
+// substring. Emits the complement of an Aho-Corasick automaton DFA and returns
+// the start state rule name.
+//
+// ref: https://github.com/ggml-org/llama.cpp/pull/24839
+static std::string gbnf_excluding_grammar(const common_grammar_builder & builder,
+ const std::string & prefix,
+ const std::vector<std::string> & strings) {
+ return gbnf_ac_grammar(builder, prefix, strings,
+ [](const std::vector<uint32_t> & /*completing*/,
+ const std::map<size_t, std::vector<uint32_t>> & buckets,
+ const std::vector<uint32_t> & specific,
+ const std::function<std::string(size_t)> & state_name) {
+ // every state is accepting and completing chars get no
+ // alternative, so a forbidden string can never be matched
+ std::string rhs = "|";
+ for (const auto & [d, chars] : buckets) {
+ rhs += " " + gbnf_char_class(chars, false) + " " + state_name(d) + " |";
+ }
+ rhs += " " + gbnf_char_class(specific, true) + " " + state_name(0);
+ return rhs;
+ });
+}
+
+// GBNF grammar matching everything up to and including the first occurrence of
+// any string in `strings`. Emits the Aho-Corasick automaton DFA and returns
+// the start state rule name.
+static std::string gbnf_including_grammar(const common_grammar_builder & builder,
+ const std::string & prefix,
+ const std::vector<std::string> & strings) {
+ return gbnf_ac_grammar(builder, prefix, strings,
+ [](const std::vector<uint32_t> & completing,
+ const std::map<size_t, std::vector<uint32_t>> & buckets,
+ const std::vector<uint32_t> & specific,
+ const std::function<std::string(size_t)> & state_name) {
+ std::vector<std::string> alts;
+ if (!completing.empty()) {
+ alts.push_back(gbnf_char_class(completing, false)); // terminate on match
+ }
+ for (const auto & [d, chars] : buckets) {
+ alts.push_back(gbnf_char_class(chars, false) + " " + state_name(d));
+ }
+ // every other character keeps scanning from the start state
+ alts.push_back(gbnf_char_class(specific, true) + " " + state_name(0));
+ return string_join(alts, " | ");
+ });
+}
+
+static std::set<std::string> collect_reachable_rules(
const common_peg_arena & arena,
const common_peg_parser_id & rule
) {
- std::unordered_set<std::string> reachable;
- std::unordered_set<std::string> visited;
+ std::set<std::string> reachable;
+ std::set<std::string> visited;
std::function<void(common_peg_parser_id)> visit = [&](common_peg_parser_id id) {
const auto & parser = arena.get(id);
@@ -1573,6 +1548,7 @@ static std::unordered_set<std::string> collect_reachable_rules(
std::is_same_v<T, common_peg_tag_parser> ||
std::is_same_v<T, common_peg_atomic_parser> ||
std::is_same_v<T, common_peg_gbnf_parser> ||
+ std::is_same_v<T, common_peg_ac_parser> ||
std::is_same_v<T, common_peg_schema_parser>) {
visit(p.child);
} else if constexpr (std::is_same_v<T, common_peg_rule_parser>) {
@@ -1750,7 +1726,7 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo
if (p.delimiters.empty()) {
return ".*";
}
- return gbnf_excluding_pattern(p.delimiters);
+ return gbnf_excluding_grammar(builder, "until-" + std::to_string(id), p.delimiters);
} else if constexpr (std::is_same_v<T, common_peg_schema_parser>) {
if (schema_delegates(p)) {
return to_gbnf(p.child);
@@ -1767,6 +1743,8 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo
return to_gbnf(p.child);
} else if constexpr (std::is_same_v<T, common_peg_gbnf_parser>) {
return p.grammar;
+ } else if constexpr (std::is_same_v<T, common_peg_ac_parser>) {
+ return gbnf_including_grammar(builder, "ac-" + std::to_string(id), p.delimiters);
} else {
static_assert(is_always_false_v<T>);
}
@@ -1774,7 +1752,7 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo
};
// Collect reachable rules
- std::unordered_set<std::string> reachable_rules;
+ std::set<std::string> reachable_rules;
if (lazy) {
// Collect rules reachable from trigger rules
@@ -1826,8 +1804,8 @@ void common_peg_arena::build_grammar(const common_grammar_builder & builder, boo
}
}
-static nlohmann::json serialize_parser_variant(const common_peg_parser_variant & variant) {
- using json = nlohmann::json;
+static common_json serialize_parser_variant(const common_peg_parser_variant & variant) {
+ using json = common_json;
return std::visit([](const auto & p) -> json {
using T = std::decay_t<decltype(p)>;
@@ -1881,7 +1859,7 @@ static nlohmann::json serialize_parser_variant(const common_peg_parser_variant &
{"type", "schema"},
{"child", p.child},
{"name", p.name},
- {"schema", p.schema ? *p.schema : nullptr},
+ {"schema", p.schema ? *p.schema : json(nullptr)},
{"raw", p.raw}
};
} else if constexpr (std::is_same_v<T, common_peg_rule_parser>) {
@@ -1903,23 +1881,25 @@ static nlohmann::json serialize_parser_variant(const common_peg_parser_variant &
};
} else if constexpr (std::is_same_v<T, common_peg_gbnf_parser>) {
return json{{"type", "gbnf"}, {"child", p.child}, {"grammar", p.grammar}};
+ } else if constexpr (std::is_same_v<T, common_peg_ac_parser>) {
+ return json{{"type", "ac"}, {"child", p.child}, {"delimiters", p.delimiters}};
}
}, variant);
}
-nlohmann::json common_peg_arena::to_json() const {
- auto parsers = nlohmann::json::array();
+common_json common_peg_arena::to_json() const {
+ auto parsers = common_json::array();
for (const auto & parser : parsers_) {
parsers.push_back(serialize_parser_variant(parser));
}
- return nlohmann::json{
+ return common_json{
{"parsers", parsers},
{"rules", rules_},
{"root", root_}
};
}
-static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json & j) {
+static common_peg_parser_variant deserialize_parser_variant(const common_json & j) {
if (!j.contains("type") || !j["type"].is_string()) {
throw std::runtime_error("Parser variant JSON missing or invalid 'type' field");
}
@@ -1988,9 +1968,9 @@ static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json
}
common_peg_chars_parser parser;
parser.pattern = j["pattern"];
- parser.negated = j["negated"];
- parser.min_count = j["min_count"];
- parser.max_count = j["max_count"];
+ parser.negated = j["negated"].get<bool>();
+ parser.min_count = j["min_count"].get<int>();
+ parser.max_count = j["max_count"].get<int>();
for (const auto & range_json : j["ranges"]) {
if (!range_json.contains("start") || !range_json.contains("end")) {
throw std::runtime_error("char_range missing 'start' or 'end' field");
@@ -2026,7 +2006,7 @@ static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json
parser.child = j["child"].get<common_peg_parser_id>();
parser.name = j["name"];
if (!j["schema"].is_null()) {
- parser.schema = std::make_shared<nlohmann::ordered_json>(j["schema"]);
+ parser.schema = std::make_shared<common_json>(j["schema"]);
}
parser.raw = j["raw"].get<bool>();
return parser;
@@ -2075,10 +2055,20 @@ static common_peg_parser_variant deserialize_parser_variant(const nlohmann::json
};
}
+ if (type == "ac") {
+ if (!j.contains("child") || !j.contains("delimiters") || !j["delimiters"].is_array() || j["delimiters"].empty()) {
+ throw std::runtime_error("ac parser requires 'child' and a non-empty 'delimiters' array");
+ }
+ return common_peg_ac_parser{
+ j["child"].get<common_peg_parser_id>(),
+ j["delimiters"].get<std::vector<std::string>>(),
+ };
+ }
+
throw std::runtime_error("Unknown parser type: " + type);
}
-common_peg_arena common_peg_arena::from_json(const nlohmann::json & j) {
+common_peg_arena common_peg_arena::from_json(const common_json & j) {
if (!j.contains("parsers") || !j["parsers"].is_array()) {
throw std::runtime_error("JSON missing or invalid 'parsers' array");
}
@@ -2118,7 +2108,7 @@ std::string common_peg_arena::save() const {
}
void common_peg_arena::load(const std::string & data) {
- *this = from_json(nlohmann::json::parse(data));
+ *this = from_json(common_json::parse(data));
}
common_peg_arena build_peg_parser(const std::function<common_peg_parser(common_peg_parser_builder & builder)> & fn) {
diff --git a/common/peg-parser.h b/common/peg-parser.h
index b6bb05214b..ab095cc7d6 100644
--- a/common/peg-parser.h
+++ b/common/peg-parser.h
@@ -1,10 +1,10 @@
#pragma once
-#include <nlohmann/json_fwd.hpp>
+#include "json.h"
#include <memory>
+#include <set>
#include <unordered_map>
-#include <unordered_set>
#include <string>
#include <string_view>
#include <functional>
@@ -245,7 +245,7 @@ struct common_peg_until_parser {
struct common_peg_schema_parser {
common_peg_parser_id child;
std::string name;
- std::shared_ptr<nlohmann::ordered_json> schema;
+ std::shared_ptr<common_json> schema;
// Indicates if the GBNF should accept a raw string that matches the schema.
bool raw;
@@ -275,6 +275,11 @@ struct common_peg_gbnf_parser {
std::string grammar;
};
+struct common_peg_ac_parser {
+ common_peg_parser_id child;
+ std::vector<std::string> delimiters;
+};
+
// Variant holding all parser types
using common_peg_parser_variant = std::variant<
common_peg_epsilon_parser,
@@ -296,7 +301,8 @@ using common_peg_parser_variant = std::variant<
common_peg_ref_parser,
common_peg_atomic_parser,
common_peg_tag_parser,
- common_peg_gbnf_parser
+ common_peg_gbnf_parser,
+ common_peg_ac_parser
>;
class common_peg_arena {
@@ -326,8 +332,8 @@ class common_peg_arena {
std::string dump(common_peg_parser_id id) const;
- nlohmann::json to_json() const;
- static common_peg_arena from_json(const nlohmann::json & j);
+ common_json to_json() const;
+ static common_peg_arena from_json(const common_json & j);
std::string save() const;
void load(const std::string & data);
@@ -335,7 +341,7 @@ class common_peg_arena {
friend class common_peg_parser_builder;
private:
- std::string dump_impl(common_peg_parser_id id, std::unordered_set<common_peg_parser_id> & visited) const;
+ std::string dump_impl(common_peg_parser_id id, std::set<common_peg_parser_id> & visited) const;
common_peg_parser_id add_parser(common_peg_parser_variant parser);
void add_rule(const std::string & name, common_peg_parser_id id);
@@ -484,7 +490,7 @@ class common_peg_parser_builder {
// Wraps a parser with JSON schema metadata for grammar generation.
// Used internally to convert JSON schemas to GBNF grammar rules.
- common_peg_parser schema(const common_peg_parser & p, const std::string & name, const nlohmann::ordered_json & schema, bool raw = false);
+ common_peg_parser schema(const common_peg_parser & p, const std::string & name, const common_json & schema, bool raw = false);
// Creates a named rule, stores it in the grammar, and returns a ref.
// If trigger=true, marks this rule as an entry point for lazy grammar generation.
@@ -514,6 +520,13 @@ class common_peg_parser_builder {
// the child's grammar. Parsing delegates entirely to the child.
common_peg_parser gbnf(const common_peg_parser & p, const std::string & grammar) { return add(common_peg_gbnf_parser{p, grammar}); }
+ // Wraps a child parser but emits a GBNF grammar built from the Aho-Corasick
+ // automaton of `delimiters`, matching everything up to and including the
+ // first delimiter. Parsing delegates entirely to the child, which is
+ // responsible for consuming the delimiter (e.g. until(D) + literal(D)).
+ common_peg_parser ac(const common_peg_parser & p, const std::vector<std::string> & delimiters);
+ common_peg_parser ac(const common_peg_parser & p, const std::string & delimiter) { return ac(p, std::vector<std::string>{delimiter}); }
+
void set_root(const common_peg_parser & p);
common_peg_arena build();
diff --git a/common/preset.cpp b/common/preset.cpp
index 51ea984d8c..4c61e93eea 100644
--- a/common/preset.cpp
+++ b/common/preset.cpp
@@ -7,6 +7,7 @@
#include <fstream>
#include <sstream>
#include <filesystem>
+#include <regex>
static std::string rm_leading_dashes(const std::string & str) {
size_t pos = 0;
@@ -16,46 +17,21 @@ static std::string rm_leading_dashes(const std::string & str) {
return str.substr(pos);
}
-// only allow a subset of args for remote presets for security reasons
-// do not add more args unless absolutely necessary
-// args that output to files are strictly prohibited
-static std::set<std::string> get_remote_preset_whitelist(const std::map<std::string, common_arg> & key_to_opt) {
- static const std::set<std::string> allowed_options = {
- "model-url",
- "hf-repo",
- "hf-repo-draft",
- "hf-repo-v", // vocoder
- "hf-file-v", // vocoder
- "mmproj-url",
- "pooling",
- "jinja",
- "batch-size",
- "ubatch-size",
- "cache-reuse",
- "chat-template-kwargs",
- "mmap",
- // note: sampling params are automatically allowed by default
- // negated args will be added automatically if the positive arg is specified above
- };
-
- std::set<std::string> allowed_keys;
-
- for (const auto & it : key_to_opt) {
- const std::string & key = it.first;
- const common_arg & opt = it.second;
- if (allowed_options.find(key) != allowed_options.end() || opt.is_sampling) {
- allowed_keys.insert(key);
- // also add variant keys (args without leading dashes and env vars)
- for (const auto & arg : opt.get_args()) {
- allowed_keys.insert(rm_leading_dashes(arg));
- }
- for (const auto & env : opt.get_env()) {
- allowed_keys.insert(env);
- }
+static std::string canonical_tag(const std::string & tag) {
+ static const std::regex re_tag("[-.]([A-Z0-9_]+)$", std::regex::icase);
+ std::smatch m;
+ if (std::regex_search(tag, m, re_tag)) {
+ std::string canon = m[1].str();
+ for (char & c : canon) {
+ c = (char) std::toupper((unsigned char) c);
}
+ return canon;
}
-
- return allowed_keys;
+ std::string upper = tag;
+ for (char & c : upper) {
+ c = (char) std::toupper((unsigned char) c);
+ }
+ return upper;
}
std::vector<std::string> common_preset::to_args(const std::string & bin_path) const {
@@ -300,16 +276,10 @@ static std::string parse_bool_arg(const common_arg & arg, const std::string & ke
return value;
}
-common_preset_context::common_preset_context(llama_example ex, bool only_remote_allowed)
+common_preset_context::common_preset_context(llama_example ex)
: ctx_params(common_params_parser_init(default_params, ex)) {
common_params_add_preset_options(ctx_params.options);
key_to_opt = get_map_key_opt(ctx_params);
-
- // setup allowed keys if only_remote_allowed is true
- if (only_remote_allowed) {
- filter_allowed_keys = true;
- allowed_keys = get_remote_preset_whitelist(key_to_opt);
- }
}
common_presets common_preset_context::load_from_ini(const std::string & path, common_preset & global) const {
@@ -318,11 +288,18 @@ common_presets common_preset_context::load_from_ini(const std::string & path, co
for (auto section : ini_data) {
common_preset preset;
- if (section.first.empty()) {
- preset.name = COMMON_PRESET_DEFAULT_NAME;
- } else {
- preset.name = section.first;
+ std::string section_name = section.first.empty() ? std::string(COMMON_PRESET_DEFAULT_NAME) : section.first;
+ if (section_name != "*" && section_name != COMMON_PRESET_DEFAULT_NAME) {
+ auto colon_idx = section_name.rfind(':');
+ if (colon_idx != std::string::npos) {
+ std::string tag = section_name.substr(colon_idx + 1);
+ std::string canon_tag = canonical_tag(tag);
+ if (canon_tag != tag) {
+ section_name = section_name.substr(0, colon_idx + 1) + canon_tag;
+ }
+ }
}
+ preset.name = section_name;
LOG_DBG("loading preset: %s\n", preset.name.c_str());
for (const auto & [key, value] : section.second) {
if (key == "version") {
@@ -345,6 +322,8 @@ common_presets common_preset_context::load_from_ini(const std::string & path, co
preset.options[opt] = value;
}
LOG_DBG("accepted option: %s = %s\n", key.c_str(), preset.options[opt].c_str());
+ } else if (ignore_unknown_keys) {
+ LOG_WRN("ignoring option '%s' from %s: not supported by this program\n", key.c_str(), path.c_str());
} else {
throw std::runtime_error(string_format(
"option '%s' not recognized in preset '%s'",
@@ -353,6 +332,10 @@ common_presets common_preset_context::load_from_ini(const std::string & path, co
}
}
+ if (preset.name == COMMON_PRESET_DEFAULT_NAME && preset.options.empty()) {
+ continue;
+ }
+
if (preset.name == "*") {
// handle global preset
global = preset;
@@ -382,8 +365,25 @@ struct local_model {
std::string name;
std::string path;
std::string path_mmproj;
+ std::string path_draft;
};
+// TODO @ngxson: handle "eagle3-" when it's supported by common_speculative_types_from_gguf()
+static const char * draft_prefixes[] = { "mtp-", "dspark-", "dflash-" };
+
+static bool is_mmproj_file(const std::string & fname) {
+ return fname.find("mmproj") != std::string::npos;
+}
+
+static bool is_draft_file(const std::string & fname) {
+ for (const auto & prefix : draft_prefixes) {
+ if (fname.rfind(prefix, 0) == 0) {
+ return true;
+ }
+ }
+ return false;
+}
+
common_presets common_preset_context::load_from_models_dir(const std::string & models_dir) const {
if (!std::filesystem::exists(models_dir) || !std::filesystem::is_directory(models_dir)) {
throw std::runtime_error(string_format("error: '%s' does not exist or is not a directory\n", models_dir.c_str()));
@@ -395,10 +395,15 @@ common_presets common_preset_context::load_from_models_dir(const std::string & m
common_file_info model_file;
common_file_info first_shard_file;
common_file_info mmproj_file;
+ common_file_info draft_file;
for (const auto & file : files) {
if (string_ends_with(file.name, ".gguf")) {
- if (file.name.find("mmproj") != std::string::npos) {
+ if (is_mmproj_file(file.name)) {
mmproj_file = file;
+ } else if (is_draft_file(file.name)) {
+ if (draft_file.path.empty()) {
+ draft_file = file; // first sidecar found wins
+ }
} else if (file.name.find("-00001-of-") != std::string::npos) {
first_shard_file = file;
} else {
@@ -410,7 +415,8 @@ common_presets common_preset_context::load_from_models_dir(const std::string & m
local_model model{
/* name */ name,
/* path */ first_shard_file.path.empty() ? model_file.path : first_shard_file.path,
- /* path_mmproj */ mmproj_file.path // can be empty
+ /* path_mmproj */ mmproj_file.path, // can be empty
+ /* path_draft */ draft_file.path // can be empty
};
if (!model.path.empty()) {
models.push_back(model);
@@ -422,13 +428,17 @@ common_presets common_preset_context::load_from_models_dir(const std::string & m
if (file.is_dir) {
scan_subdir(file.path, file.name);
} else if (string_ends_with(file.name, ".gguf")) {
+ if (is_mmproj_file(file.name) || is_draft_file(file.name)) {
+ continue; // companion file, cannot be loaded as a model on its own
+ }
// single file model
std::string name = file.name;
string_replace_all(name, ".gguf", "");
local_model model{
/* name */ name,
/* path */ file.path,
- /* path_mmproj */ ""
+ /* path_mmproj */ "",
+ /* path_draft */ ""
};
models.push_back(model);
}
@@ -443,6 +453,9 @@ common_presets common_preset_context::load_from_models_dir(const std::string & m
if (!model.path_mmproj.empty()) {
preset.set_option(*this, "LLAMA_ARG_MMPROJ", model.path_mmproj);
}
+ if (!model.path_draft.empty()) {
+ preset.set_option(*this, "LLAMA_ARG_SPEC_DRAFT_MODEL", model.path_draft);
+ }
out[preset.name] = preset;
}
diff --git a/common/preset.h b/common/preset.h
index 06f829c3e5..d8fc3915bc 100644
--- a/common/preset.h
+++ b/common/preset.h
@@ -59,8 +59,12 @@ struct common_preset_context {
bool filter_allowed_keys = false;
std::set<std::string> allowed_keys;
+ // if true, options unknown to the current example are skipped instead of being an error
+ // used for config files shared by all binaries, where each binary only knows a subset of options
+ bool ignore_unknown_keys = false;
+
// if only_remote_allowed is true, only accept whitelisted keys
- common_preset_context(llama_example ex, bool only_remote_allowed = false);
+ common_preset_context(llama_example ex);
// load presets from INI file
common_presets load_from_ini(const std::string & path, common_preset & global) const;
diff --git a/common/reasoning-budget.cpp b/common/reasoning-budget.cpp
index ce41d029b0..4884299f30 100644
--- a/common/reasoning-budget.cpp
+++ b/common/reasoning-budget.cpp
@@ -1,39 +1,52 @@
#include "reasoning-budget.h"
#include "common.h"
+#include "trie.h"
#include "unicode.h"
#include "log.h"
+#include <algorithm>
#include <cmath>
#include <cstdint>
#include <string>
#include <vector>
struct token_matcher {
- std::vector<llama_token> tokens;
- size_t pos = 0;
+ std::vector<llama_tokens> seqs;
+ common_aho_corasick ac;
+ size_t state = 0;
- bool advance(llama_token token) {
- if (tokens.empty()) {
- return false;
- }
+ token_matcher(const std::vector<llama_tokens> & seqs) : seqs(collect(seqs)), ac(build_trie(this->seqs)) {}
- if (token == tokens[pos]) {
- pos++;
- if (pos >= tokens.size()) {
- pos = 0;
- return true;
- }
- } else {
- pos = 0;
- if (token == tokens[0]) {
- pos = 1;
+ static std::vector<llama_tokens> collect(const std::vector<llama_tokens> & seqs) {
+ std::vector<llama_tokens> res;
+ for (const auto & seq : seqs) {
+ if (!seq.empty() && std::find(res.begin(), res.end(), seq) == res.end()) {
+ res.push_back(seq);
}
}
- return false;
+ return res;
}
- void reset() { pos = 0; }
+ static common_trie build_trie(const std::vector<llama_tokens> & seqs) {
+ common_trie t;
+ for (const auto & seq : seqs) {
+ t.insert(std::vector<uint32_t>(seq.begin(), seq.end()));
+ }
+ return t;
+ }
+
+ // returns the index into seqs of the longest sequence ending at this token, or -1
+ int32_t advance(llama_token token) {
+ state = ac.next(state, (uint32_t) token);
+ const int32_t p = ac.match_pattern(state);
+ if (p >= 0) {
+ state = 0;
+ }
+ return p;
+ }
+
+ void reset() { state = 0; }
};
struct common_reasoning_budget_ctx {
@@ -41,7 +54,7 @@ struct common_reasoning_budget_ctx {
token_matcher start_matcher;
token_matcher end_matcher;
- std::vector<llama_token> forced_tokens;
+ llama_tokens forced_tokens;
int32_t budget; // maximum tokens in reasoning block
int32_t remaining; // tokens remaining in budget
@@ -50,6 +63,8 @@ struct common_reasoning_budget_ctx {
// for forcing
size_t force_pos; // next position in forced_tokens to force
+
+ int32_t end_match; // index into end_matcher.seqs of the sequence that transitioned to DONE, -1 if none
};
static const char * common_reasoning_budget_name(const struct llama_sampler * /*smpl*/) {
@@ -62,15 +77,15 @@ static void common_reasoning_budget_accept(struct llama_sampler * smpl, llama_to
switch (ctx->state) {
case REASONING_BUDGET_IDLE:
{
- if (ctx->start_matcher.advance(token)) {
+ if (ctx->start_matcher.advance(token) >= 0) {
ctx->state = REASONING_BUDGET_COUNTING;
ctx->remaining = ctx->budget;
- LOG_INF("reasoning-budget: activated, budget=%d tokens\n", ctx->budget);
+ COM_TRC("activated, budget=%d tokens\n", ctx->budget);
if (ctx->remaining <= 0) {
ctx->state = REASONING_BUDGET_FORCING;
ctx->force_pos = 0;
- LOG_INF("reasoning-budget: budget=0, forcing immediately\n");
+ COM_TRC("%s", "budget=0, forcing immediately\n");
}
}
break;
@@ -78,9 +93,11 @@ static void common_reasoning_budget_accept(struct llama_sampler * smpl, llama_to
case REASONING_BUDGET_COUNTING:
case REASONING_BUDGET_WAITING_UTF8:
{
- if (ctx->end_matcher.advance(token)) {
+ const int32_t match = ctx->end_matcher.advance(token);
+ if (match >= 0) {
ctx->state = REASONING_BUDGET_DONE;
- LOG_INF("reasoning-budget: deactivated (natural end)\n");
+ ctx->end_match = match;
+ COM_TRC("%s", "deactivated (natural end)\n");
break;
}
@@ -95,7 +112,7 @@ static void common_reasoning_budget_accept(struct llama_sampler * smpl, llama_to
ctx->state = REASONING_BUDGET_FORCING;
ctx->force_pos = 0;
ctx->end_matcher.reset();
- LOG_INF("reasoning-budget: UTF-8 complete, now forcing end sequence\n");
+ COM_TRC("%s", "UTF-8 complete, now forcing end sequence\n");
}
} else if (ctx->state == REASONING_BUDGET_COUNTING) {
ctx->remaining--;
@@ -104,36 +121,42 @@ static void common_reasoning_budget_accept(struct llama_sampler * smpl, llama_to
ctx->state = REASONING_BUDGET_FORCING;
ctx->force_pos = 0;
ctx->end_matcher.reset();
- LOG_INF("reasoning-budget: budget exhausted, forcing end sequence\n");
+ COM_TRC("%s", "budget exhausted, forcing end sequence\n");
} else {
ctx->state = REASONING_BUDGET_WAITING_UTF8;
ctx->end_matcher.reset();
- LOG_INF("reasoning-budget: budget exhausted, waiting for UTF-8 completion\n");
+ COM_TRC("%s", "budget exhausted, waiting for UTF-8 completion\n");
}
}
}
break;
}
case REASONING_BUDGET_FORCING:
+ {
+ // track the end sequence within forced_tokens so it is also reported on DONE
+ const int32_t match = ctx->end_matcher.advance(token);
ctx->force_pos++;
if (ctx->force_pos >= ctx->forced_tokens.size()) {
ctx->state = REASONING_BUDGET_DONE;
- LOG_INF("reasoning-budget: forced sequence complete, done\n");
+ ctx->end_match = match;
+ COM_TRC("%s", "forced sequence complete, done\n");
}
break;
+ }
case REASONING_BUDGET_DONE:
// Re-arm on a new start tag: some models emit multiple <think> blocks
// per response, and each should get a fresh budget window.
- if (ctx->start_matcher.advance(token)) {
+ if (ctx->start_matcher.advance(token) >= 0) {
ctx->state = REASONING_BUDGET_COUNTING;
ctx->remaining = ctx->budget;
ctx->end_matcher.reset();
- LOG_INF("reasoning-budget: re-activated on new start tag, budget=%d tokens\n", ctx->budget);
+ ctx->end_match = -1;
+ COM_TRC("re-activated on new start tag, budget=%d tokens\n", ctx->budget);
if (ctx->remaining <= 0) {
ctx->state = REASONING_BUDGET_FORCING;
ctx->force_pos = 0;
- LOG_INF("reasoning-budget: budget=0, forcing immediately\n");
+ COM_TRC("%s", "budget=0, forcing immediately\n");
}
}
break;
@@ -169,11 +192,12 @@ static void common_reasoning_budget_reset(struct llama_sampler * smpl) {
ctx->start_matcher.reset();
ctx->end_matcher.reset();
ctx->force_pos = 0;
+ ctx->end_match = -1;
}
static struct llama_sampler * common_reasoning_budget_init_state(
- const struct llama_vocab * vocab, const std::vector<llama_token> & start_tokens,
- const std::vector<llama_token> & end_tokens, const std::vector<llama_token> & forced_tokens,
+ const struct llama_vocab * vocab, const std::vector<llama_tokens> & start_seqs,
+ const std::vector<llama_tokens> & end_seqs, const llama_tokens & forced_tokens,
int32_t budget, common_reasoning_budget_state initial_state);
static struct llama_sampler * common_reasoning_budget_clone(const struct llama_sampler * smpl);
@@ -193,6 +217,8 @@ static struct llama_sampler_i common_reasoning_budget_i = {
/* .backend_accept = */ nullptr,
/* .backend_apply = */ nullptr,
/* .backend_set_input = */ nullptr,
+ /* .backend_reset = */ nullptr,
+ /* .copy_state = */ nullptr,
};
static struct llama_sampler * common_reasoning_budget_clone(const struct llama_sampler * smpl) {
@@ -205,12 +231,12 @@ static struct llama_sampler * common_reasoning_budget_clone(const struct llama_s
}
static struct llama_sampler * common_reasoning_budget_init_state(
- const struct llama_vocab * vocab,
- const std::vector<llama_token> & start_tokens,
- const std::vector<llama_token> & end_tokens,
- const std::vector<llama_token> & forced_tokens,
- int32_t budget,
- common_reasoning_budget_state initial_state) {
+ const struct llama_vocab * vocab,
+ const std::vector<llama_tokens> & start_seqs,
+ const std::vector<llama_tokens> & end_seqs,
+ const llama_tokens & forced_tokens,
+ int32_t budget,
+ common_reasoning_budget_state initial_state) {
// promote COUNTING with budget <= 0 to FORCING
if (initial_state == REASONING_BUDGET_COUNTING && budget <= 0) {
initial_state = REASONING_BUDGET_FORCING;
@@ -220,25 +246,26 @@ static struct llama_sampler * common_reasoning_budget_init_state(
/* .iface = */ &common_reasoning_budget_i,
/* .ctx = */ new common_reasoning_budget_ctx {
/* .vocab = */ vocab,
- /* .start_matcher = */ { start_tokens, 0 },
- /* .end_matcher = */ { end_tokens, 0 },
+ /* .start_matcher = */ token_matcher(start_seqs),
+ /* .end_matcher = */ token_matcher(end_seqs),
/* .forced_tokens = */ forced_tokens,
/* .budget = */ budget,
/* .remaining = */ budget,
/* .state = */ initial_state,
/* .force_pos = */ 0,
+ /* .end_match = */ -1,
}
);
}
struct llama_sampler * common_reasoning_budget_init(
- const struct llama_vocab * vocab,
- const std::vector<llama_token> & start_tokens,
- const std::vector<llama_token> & end_tokens,
- const std::vector<llama_token> & forced_tokens,
- int32_t budget,
- common_reasoning_budget_state initial_state) {
- return common_reasoning_budget_init_state(vocab, start_tokens, end_tokens, forced_tokens, budget, initial_state);
+ const struct llama_vocab * vocab,
+ const std::vector<llama_tokens> & start_seqs,
+ const std::vector<llama_tokens> & end_seqs,
+ const llama_tokens & forced_tokens,
+ int32_t budget,
+ common_reasoning_budget_state initial_state) {
+ return common_reasoning_budget_init_state(vocab, start_seqs, end_seqs, forced_tokens, budget, initial_state);
}
common_reasoning_budget_state common_reasoning_budget_get_state(const struct llama_sampler * smpl) {
@@ -248,6 +275,19 @@ common_reasoning_budget_state common_reasoning_budget_get_state(const struct lla
return ((const common_reasoning_budget_ctx *)smpl->ctx)->state;
}
+const llama_tokens * common_reasoning_budget_get_end_match(const struct llama_sampler * smpl) {
+ if (!smpl) {
+ return nullptr;
+ }
+
+ const auto * ctx = (const common_reasoning_budget_ctx *) smpl->ctx;
+ if (ctx->end_match < 0) {
+ return nullptr;
+ }
+
+ return &ctx->end_matcher.seqs[ctx->end_match];
+}
+
bool common_reasoning_budget_force(struct llama_sampler * smpl) {
if (!smpl) {
return false;
@@ -264,7 +304,7 @@ bool common_reasoning_budget_force(struct llama_sampler * smpl) {
ctx->state = REASONING_BUDGET_FORCING;
ctx->force_pos = 0;
ctx->end_matcher.reset();
- LOG_INF("reasoning-budget: forced into forcing state (manual transition)\n");
+ COM_TRC("%s", "forced into forcing state (manual transition)\n");
return true;
}
diff --git a/common/reasoning-budget.h b/common/reasoning-budget.h
index 0cf689a566..1b89a04c42 100644
--- a/common/reasoning-budget.h
+++ b/common/reasoning-budget.h
@@ -2,6 +2,8 @@
#include "llama.h"
+#include "common.h"
+
#include <cstdint>
#include <vector>
@@ -17,30 +19,34 @@ enum common_reasoning_budget_state {
// reasoning block (e.g. between <think> and </think>).
//
// State machine: IDLE -> COUNTING -> WAITING_UTF8 -> FORCING -> DONE
-// IDLE: passthrough, watching for start_tokens sequence
-// COUNTING: counting down remaining tokens, watching for natural end_tokens
+// IDLE: passthrough, watching for a start sequence
+// COUNTING: counting down remaining tokens, watching for a natural end sequence
// WAITING_UTF8: budget exhausted, allowing tokens to complete a UTF-8 sequence
// FORCING: forces forced_tokens token-by-token (all other logits -> -inf)
// DONE: passthrough forever
//
// Parameters:
// vocab - vocabulary (used for UTF-8 boundary detection; can be nullptr)
-// start_tokens - token sequence that activates counting
-// end_tokens - token sequence for natural deactivation
+// start_seqs - token sequences, any of which activates counting
+// end_seqs - token sequences, any of which naturally deactivates
// forced_tokens - token sequence forced when budget expires
// budget - max tokens allowed in the reasoning block
// initial_state - initial state
//
struct llama_sampler * common_reasoning_budget_init(
- const struct llama_vocab * vocab,
- const std::vector<llama_token> & start_tokens,
- const std::vector<llama_token> & end_tokens,
- const std::vector<llama_token> & forced_tokens,
- int32_t budget,
- common_reasoning_budget_state initial_state = REASONING_BUDGET_IDLE);
+ const struct llama_vocab * vocab,
+ const std::vector<llama_tokens> & start_seqs,
+ const std::vector<llama_tokens> & end_seqs,
+ const llama_tokens & forced_tokens,
+ int32_t budget,
+ common_reasoning_budget_state initial_state = REASONING_BUDGET_IDLE);
common_reasoning_budget_state common_reasoning_budget_get_state(const struct llama_sampler * smpl);
+// The end sequence that transitioned the sampler to DONE, or nullptr if none
+// was recorded. Cleared when a new start sequence re-arms the sampler.
+const llama_tokens * common_reasoning_budget_get_end_match(const struct llama_sampler * smpl);
+
// Manually transition the reasoning budget sampler into the FORCING state.
// Returns true if the transition occurred.
bool common_reasoning_budget_force(struct llama_sampler * smpl);
diff --git a/common/regex-partial.cpp b/common/regex-partial.cpp
deleted file mode 100644
index bd9034e931..0000000000
--- a/common/regex-partial.cpp
+++ /dev/null
@@ -1,204 +0,0 @@
-#include "regex-partial.h"
-#include "common.h"
-#include <functional>
-#include <optional>
-
-common_regex::common_regex(const std::string & pattern) :
- pattern(pattern),
- rx(pattern),
- rx_reversed_partial(regex_to_reversed_partial_regex(pattern)) {}
-
-common_regex_match common_regex::search(const std::string & input, size_t pos, bool as_match) const {
- std::smatch match;
- if (pos > input.size()) {
- throw std::runtime_error("Position out of bounds");
- }
- auto start = input.begin() + pos;
- auto found = as_match
- ? std::regex_match(start, input.end(), match, rx)
- : std::regex_search(start, input.end(), match, rx);
- if (found) {
- common_regex_match res;
- res.type = COMMON_REGEX_MATCH_TYPE_FULL;
- for (size_t i = 0; i < match.size(); ++i) {
- auto begin = pos + match.position(i);
- res.groups.emplace_back(begin, begin + match.length(i));
- }
- return res;
- }
- std::match_results<std::string::const_reverse_iterator> srmatch;
- if (std::regex_search(input.rbegin(), input.rend() - pos, srmatch, rx_reversed_partial, std::regex_constants::match_continuous)) {
- auto group = srmatch[1].str();
- if (group.length() != 0) {
- auto it = srmatch[1].second.base();
- // auto position = static_cast<size_t>(std::distance(input.begin(), it));
- if ((!as_match) || it == input.begin()) {
- common_regex_match res;
- res.type = COMMON_REGEX_MATCH_TYPE_PARTIAL;
- const size_t begin = std::distance(input.begin(), it);
- const size_t end = input.size();
- if (begin == std::string::npos || end == std::string::npos || begin > end) {
- throw std::runtime_error("Invalid range");
- }
- res.groups.push_back({begin, end});
- return res;
- }
- }
- }
- return {};
-}
-
-/*
- Transforms a regex pattern to a partial match pattern that operates on a reversed input string to find partial final matches of the original pattern.
-
- Ideally we'd like to use boost::match_partial (https://beta.boost.org/doc/libs/1_59_0/libs/regex/doc/html/boost_regex/partial_matches.html)
- to see if a string ends with a partial regex match, but but it's not in std::regex yet.
- Instead, we'll the regex into a partial match regex operating as a full match on the reverse iterators of the input.
-
- - /abcd/ -> ^(dcba|cba|ba|a) -> ^((?:(?:(?:(?:d)?c)?b)?a)
- - /a|b/ -> ^(a|b)
- - /a*?/ -> error, could match ""
- - /a*b/ -> ^((?:b)?a*+) (final repetitions become eager)
- - /.*?ab/ -> ^((?:b)?a) (omit .*)
- - /a.*?b/ -> ^((?:b)?.*?a) (keep reluctant matches)
- - /a(bc)d/ -> ^((?:(?:d)?(?:(?:c)?b))?a)
- - /a(bc|de)/ -> ^((?:(?:(?:e)?d)?|(?:(?:c)?b)?)?a)
- - /ab{2,4}c/ -> ^cbbb?b?a -> ^((?:(?:(?:(?:(?:c)?b)?b)?b?)?b?)?a)
-
- The regex will match a reversed string fully, and the end of the first (And only) capturing group will indicate the reversed start of the original partial pattern.
- All other groups are turned into non-capturing groups, and reluctant quantifiers are ignored.
-*/
-std::string regex_to_reversed_partial_regex(const std::string & pattern) {
- auto it = pattern.begin();
- const auto end = pattern.end();
-
- std::function<std::string()> process = [&]() {
- std::vector<std::vector<std::string>> alternatives(1);
- std::vector<std::string> * sequence = &alternatives.back();
-
- while (it != end) {
- if (*it == '[') {
- auto start = it;
- ++it;
- while (it != end) {
- if ((*it == '\\') && (++it != end)) {
- ++it;
- } else if ((it != end) && (*it == ']')) {
- break;
- } else {
- ++it;
- }
- }
- if (it == end) {
- throw std::runtime_error("Unmatched '[' in pattern");
- }
- ++it;
- sequence->push_back(std::string(start, it));
- } else if (*it == '*' || *it == '?' || *it == '+') {
- if (sequence->empty()) {
- throw std::runtime_error("Quantifier without preceding element");
- }
- sequence->back() += *it;
- auto is_star = *it == '*';
- ++it;
- if (is_star) {
- if (it != end && *it == '?') {
- ++it;
- }
- }
- } else if (*it == '{') {
- if (sequence->empty()) {
- throw std::runtime_error("Repetition without preceding element");
- }
- ++it;
- auto start = it;
- while (it != end && *it != '}') {
- ++it;
- }
- if (it == end) {
- throw std::runtime_error("Unmatched '{' in pattern");
- }
- auto parts = string_split(std::string(start, it), ",");
- ++it;
- if (parts.size() > 2) {
- throw std::runtime_error("Invalid repetition range in pattern");
- }
-
- auto parseOptInt = [&](const std::string & s, const std::optional<int> & def = std::nullopt) -> std::optional<int> {
- if (s.empty()) {
- return def;
- }
- return std::stoi(s);
- };
- auto min = parseOptInt(parts[0], 0);
- auto max = parts.size() == 1 ? min : parseOptInt(parts[1]);
- if (min && max && *max < *min) {
- throw std::runtime_error("Invalid repetition range in pattern");
- }
- // Brutal but... let's repeat at least min times, then ? for the delta between min & max (or * for unbounded)
- auto part = sequence->back();
- sequence->pop_back();
- for (int i = 0; i < *min; i++) {
- sequence->push_back(part);
- }
- if (max) {
- for (int i = *min; i < *max; i++) {
- sequence->push_back(part + "?");
- }
- } else {
- sequence->push_back(part + "*");
- }
- } else if (*it == '(') {
- ++it;
- if (it != end && *it == '?' && (it + 1 != end) && *(it + 1) == ':') {
- it += 2;
- }
- auto sub = process();
- if (*it != ')') {
- throw std::runtime_error("Unmatched '(' in pattern");
- }
- ++it;
- auto & part = sequence->emplace_back("(?:");
- part += sub;
- part += ")";
- } else if (*it == ')') {
- break;
- } else if (*it == '|') {
- ++it;
- alternatives.emplace_back();
- sequence = &alternatives.back();
- } else if (*it == '\\' && (++it != end)) {
- auto str = std::string("\\") + *it;
- sequence->push_back(str);
- ++it;
- } else if (it != end) {
- sequence->push_back(std::string(1, *it));
- ++it;
- }
- }
-
- // /abcd/ -> ^(dcba|cba|ba|a) -> ^((?:(?:(?:d)?c)?b)?a)
- // if n(=4) parts, opening n-1(=3) non-capturing groups after the 1 capturing group
- // We'll do the outermost capturing group and final .* in the enclosing function.
- std::vector<std::string> res_alts;
- for (const auto & parts : alternatives) {
- auto & res = res_alts.emplace_back();
- for (size_t i = 0; i < parts.size() - 1; i++) {
- res += "(?:";
- }
- for (auto it = parts.rbegin(); it != parts.rend(); ++it) {
- res += *it;
- if (it != parts.rend() - 1) {
- res += ")?";
- }
- }
- }
- return string_join(res_alts, "|");
- };
- auto res = process();
- if (it != end) {
- throw std::runtime_error("Unmatched '(' in pattern");
- }
-
- return "^(" + res + ")";
-}
diff --git a/common/regex-partial.h b/common/regex-partial.h
deleted file mode 100644
index 634cb4022b..0000000000
--- a/common/regex-partial.h
+++ /dev/null
@@ -1,56 +0,0 @@
-#pragma once
-
-#include <regex>
-#include <string>
-
-enum common_regex_match_type {
- COMMON_REGEX_MATCH_TYPE_NONE,
- COMMON_REGEX_MATCH_TYPE_PARTIAL,
- COMMON_REGEX_MATCH_TYPE_FULL,
-};
-
-struct common_string_range {
- size_t begin;
- size_t end;
- common_string_range(size_t begin, size_t end) : begin(begin), end(end) {
- if (begin > end) {
- throw std::runtime_error("Invalid range");
- }
- }
- // prevent default ctor
- common_string_range() = delete;
- bool empty() const {
- return begin == end;
- }
- bool operator==(const common_string_range & other) const {
- return begin == other.begin && end == other.end;
- }
-};
-
-struct common_regex_match {
- common_regex_match_type type = COMMON_REGEX_MATCH_TYPE_NONE;
- std::vector<common_string_range> groups;
-
- bool operator==(const common_regex_match & other) const {
- return type == other.type && groups == other.groups;
- }
- bool operator!=(const common_regex_match & other) const {
- return !(*this == other);
- }
-};
-
-class common_regex {
- std::string pattern;
- std::regex rx;
- std::regex rx_reversed_partial;
-
- public:
- explicit common_regex(const std::string & pattern);
-
- common_regex_match search(const std::string & input, size_t pos, bool as_match = false) const;
-
- const std::string & str() const { return pattern; }
-};
-
-// For testing only (pretty print of failures).
-std::string regex_to_reversed_partial_regex(const std::string & pattern);
diff --git a/common/sampling.cpp b/common/sampling.cpp
index c537f33503..06dea1e1cc 100644
--- a/common/sampling.cpp
+++ b/common/sampling.cpp
@@ -184,9 +184,21 @@ std::string common_params_sampling::print() const {
return std::string(result);
}
-struct common_sampler * common_sampler_init(const struct llama_model * model, struct common_params_sampling & params) {
+struct common_sampler * common_sampler_init(
+ const struct llama_model * model,
+ struct common_params_sampling & params) {
+ if (!std::isfinite(params.penalty_repeat) ||
+ params.penalty_repeat <= 0.0f ||
+ !std::isfinite(1.0f/params.penalty_repeat)) {
+ throw std::invalid_argument("penalty_repeat must be finite and greater than 0");
+ }
+ if (!std::isfinite(params.penalty_freq)) {
+ throw std::invalid_argument("penalty_freq must be finite");
+ }
+ if (!std::isfinite(params.penalty_present)) {
+ throw std::invalid_argument("penalty_present must be finite");
+ }
const llama_vocab * vocab = llama_model_get_vocab(model);
-
llama_sampler_chain_params lparams = llama_sampler_chain_default_params();
lparams.no_perf = params.no_perf;
@@ -259,6 +271,9 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
}
}
}
+ if (!grmr && !grammar_str.empty()) {
+ throw std::runtime_error("failed to parse grammar");
+ }
// Compute prefill tokens from the generation prompt
std::vector<llama_token> prefill_tokens;
@@ -296,7 +311,7 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
if (!params.reasoning_budget_start.empty() && !params.reasoning_budget_end.empty() && (params.grammar_lazy || params.reasoning_budget_tokens >= 0 || params.reasoning_control)) {
rbudget = common_reasoning_budget_init(
vocab,
- params.reasoning_budget_start,
+ {params.reasoning_budget_start},
params.reasoning_budget_end,
params.reasoning_budget_forced,
params.reasoning_budget_tokens < 0 ? INT_MAX : params.reasoning_budget_tokens);
@@ -307,8 +322,19 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
}
}
- if (params.has_logit_bias()) {
- samplers.push_back(llama_sampler_init_logit_bias(llama_vocab_n_tokens(vocab), params.logit_bias.size(), params.logit_bias.data()));
+ // logit bias: user biases + model suppress tokens (-INFINITY)
+ {
+ std::vector<llama_logit_bias> merged = params.logit_bias;
+
+ int32_t n_suppress = 0;
+ const llama_token * suppress = llama_vocab_get_suppress_tokens(vocab, &n_suppress);
+ for (int32_t i = 0; i < n_suppress; ++i) {
+ merged.push_back({ suppress[i], -INFINITY });
+ }
+
+ if (!merged.empty()) {
+ samplers.push_back(llama_sampler_init_logit_bias(llama_vocab_n_tokens(vocab), merged.size(), merged.data()));
+ }
}
if (params.mirostat == 0) {
@@ -324,7 +350,7 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
for (const auto & str : params.dry_sequence_breakers) {
c_breakers.push_back(str.c_str());
}
- samplers.push_back(llama_sampler_init_dry(vocab, llama_model_n_ctx_train(model), params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size()));
+ samplers.push_back(llama_sampler_init_dry(vocab, params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size()));
}
break;
case COMMON_SAMPLER_TYPE_TOP_K:
@@ -352,7 +378,7 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
samplers.push_back(llama_sampler_init_infill(vocab));
break;
case COMMON_SAMPLER_TYPE_PENALTIES:
- samplers.push_back(llama_sampler_init_penalties(params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present));
+ samplers.push_back(llama_sampler_init_penalties(llama_vocab_n_tokens(vocab), params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present));
break;
case COMMON_SAMPLER_TYPE_ADAPTIVE_P:
// the `adaptive-p` sampler is like `dist` and `mirostat` in that it selects
@@ -450,6 +476,17 @@ void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, boo
if (gsmpl->rbudget && is_generated) {
llama_sampler_accept(gsmpl->rbudget, token);
+
+ // if done, replay end sequence which may contain a grammar trigger
+ const bool is_done = common_reasoning_budget_get_state(gsmpl->rbudget) == REASONING_BUDGET_DONE;
+ if (gsmpl->grmr && !accept_grammar && is_done) {
+ const llama_tokens * end_seq = common_reasoning_budget_get_end_match(gsmpl->rbudget);
+ if (end_seq) {
+ for (const llama_token end_token : *end_seq) {
+ llama_sampler_accept(gsmpl->grmr, end_token);
+ }
+ }
+ }
}
if (gsmpl->grmr && accept_grammar) {
@@ -481,6 +518,26 @@ struct common_sampler * common_sampler_clone(common_sampler * gsmpl) {
};
}
+void common_sampler_copy(const common_sampler * src, common_sampler * dst) {
+ if (!src || !dst || src == dst) {
+ return;
+ }
+
+ GGML_ASSERT((src->grmr == nullptr) == (dst->grmr == nullptr));
+ GGML_ASSERT((src->rbudget == nullptr) == (dst->rbudget == nullptr));
+
+ llama_sampler_copy(src->grmr, dst->grmr);
+ llama_sampler_copy(src->rbudget, dst->rbudget);
+ llama_sampler_copy(src->chain, dst->chain);
+
+ dst->params = src->params;
+ dst->prev = src->prev;
+ dst->cur = src->cur;
+ dst->cur_p = src->cur_p;
+ dst->cur_p.data = src->cur_p.data ? dst->cur.data() : nullptr; // re-point to dst's buffer
+ dst->t_total_us = src->t_total_us;
+}
+
void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl) {
// TODO: measure grammar performance
diff --git a/common/sampling.h b/common/sampling.h
index 4191988bb8..ced3c8364b 100644
--- a/common/sampling.h
+++ b/common/sampling.h
@@ -37,7 +37,9 @@ struct common_sampler;
// llama_sampler API overloads
// note: can mutate params in some cases
-struct common_sampler * common_sampler_init(const struct llama_model * model, struct common_params_sampling & params);
+struct common_sampler * common_sampler_init(
+ const struct llama_model * model,
+ struct common_params_sampling & params);
void common_sampler_free(struct common_sampler * gsmpl);
@@ -45,6 +47,7 @@ void common_sampler_free(struct common_sampler * gsmpl);
void common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool is_generated);
void common_sampler_reset (struct common_sampler * gsmpl);
struct common_sampler * common_sampler_clone (struct common_sampler * gsmpl);
+void common_sampler_copy (const struct common_sampler * src, struct common_sampler * dst);
// arguments can be nullptr to skip printing
void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl);
diff --git a/common/speculative.cpp b/common/speculative.cpp
index 86c1e6a429..4eef2212e7 100644
--- a/common/speculative.cpp
+++ b/common/speculative.cpp
@@ -2,6 +2,7 @@
#include "common.h"
#include "ggml.h"
+#include "ggml-cpp.h"
#include "llama.h"
#include "log.h"
#include "ngram-cache.h"
@@ -18,6 +19,13 @@
#include <map>
#include <cinttypes>
+#define SPC_DBG(fmt, ...) LOG_DBG("spec %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define SPC_TRC(fmt, ...) LOG_TRC("spec %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define SPC_INF(fmt, ...) LOG_INF("spec %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define SPC_WRN(fmt, ...) LOG_WRN("spec %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define SPC_ERR(fmt, ...) LOG_ERR("spec %12.*s: " fmt, 12, __func__, __VA_ARGS__)
+#define SPC_CNT(fmt, ...) LOG_CNT("" fmt, __VA_ARGS__)
+
#define SPEC_VOCAB_MAX_SIZE_DIFFERENCE 128
#define SPEC_VOCAB_CHECK_START_TOKEN_ID 5
@@ -26,6 +34,8 @@ const std::map<std::string, common_speculative_type> common_speculative_type_fro
{"draft-simple", COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE},
{"draft-eagle3", COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3},
{"draft-mtp", COMMON_SPECULATIVE_TYPE_DRAFT_MTP},
+ {"draft-dflash", COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH},
+ {"draft-dspark", COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK},
{"ngram-simple", COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE},
{"ngram-map-k", COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K},
{"ngram-map-k4v", COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V},
@@ -60,21 +70,20 @@ static bool common_speculative_are_compatible(
const llama_vocab * vocab_dft = llama_model_get_vocab(model_dft);
const auto vocab_type_tgt = llama_vocab_type(vocab_tgt);
- LOG_DBG("%s: vocab_type tgt: %d\n", __func__, vocab_type_tgt);
+ SPC_DBG("vocab_type tgt: %d\n", vocab_type_tgt);
const auto vocab_type_dft = llama_vocab_type(vocab_dft);
- LOG_DBG("%s: vocab_type dft: %d\n", __func__, vocab_type_dft);
+ SPC_DBG("vocab_type dft: %d\n", vocab_type_dft);
if (vocab_type_tgt != vocab_type_dft) {
- LOG_WRN("%s: draft model vocab type must match target model to use speculation but "
- "vocab_type_dft = %d while vocab_type_tgt = %d\n", __func__, vocab_type_dft, vocab_type_tgt);
+ SPC_WRN("draft model vocab type must match target model to use speculation but "
+ "vocab_type_dft = %d while vocab_type_tgt = %d\n", vocab_type_dft, vocab_type_tgt);
return false;
}
if (llama_vocab_get_add_bos(vocab_tgt) != llama_vocab_get_add_bos(vocab_dft) ||
(llama_vocab_get_add_bos(vocab_tgt) && llama_vocab_bos(vocab_tgt) != llama_vocab_bos(vocab_dft))) {
- LOG_WRN("%s: draft model bos tokens must match target model to use speculation. add: %d - %d, id: %d - %d)\n",
- __func__,
+ SPC_WRN("draft model bos tokens must match target model to use speculation. add: %d - %d, id: %d - %d)\n",
llama_vocab_get_add_bos(vocab_tgt), llama_vocab_get_add_bos(vocab_dft),
llama_vocab_bos(vocab_tgt), llama_vocab_bos(vocab_dft));
return false;
@@ -82,8 +91,7 @@ static bool common_speculative_are_compatible(
if (llama_vocab_get_add_eos(vocab_tgt) != llama_vocab_get_add_eos(vocab_dft) ||
(llama_vocab_get_add_eos(vocab_tgt) && llama_vocab_eos(vocab_tgt) != llama_vocab_eos(vocab_dft))) {
- LOG_WRN("%s: draft model eos tokens must match target model to use speculation. add: %d - %d, id: %d - %d)\n",
- __func__,
+ SPC_WRN("draft model eos tokens must match target model to use speculation. add: %d - %d, id: %d - %d)\n",
llama_vocab_get_add_eos(vocab_tgt), llama_vocab_get_add_eos(vocab_dft),
llama_vocab_eos(vocab_tgt), llama_vocab_eos(vocab_dft));
return false;
@@ -97,8 +105,8 @@ static bool common_speculative_are_compatible(
: n_vocab_dft - n_vocab_tgt;
if (vocab_diff > SPEC_VOCAB_MAX_SIZE_DIFFERENCE) {
- LOG_DBG("%s: draft model vocab must closely match target model to use speculation but ", __func__);
- LOG_DBG("target vocab size %d does not match draft vocab size %d - difference %d, max allowed %d\n",
+ SPC_DBG("draft model vocab must closely match target model to use speculation but "
+ "target vocab size %d does not match draft vocab size %d - difference %d, max allowed %d\n",
n_vocab_tgt, llama_vocab_n_tokens(vocab_dft), vocab_diff, SPEC_VOCAB_MAX_SIZE_DIFFERENCE);
return false;
}
@@ -108,8 +116,8 @@ static bool common_speculative_are_compatible(
const char * token_text_dft = llama_vocab_get_text(vocab_dft, i);
if (std::strcmp(token_text_tgt, token_text_dft) != 0) {
- LOG_DBG("%s: draft model vocab must match target model to use speculation but ", __func__);
- LOG_DBG("token %d content differs - target '%s', draft '%s'\n", i,
+ SPC_DBG("draft model vocab must match target model to use speculation but "
+ "token %d content differs - target '%s', draft '%s'\n", i,
common_token_to_piece(vocab_tgt, i).c_str(),
common_token_to_piece(vocab_dft, i).c_str());
return false;
@@ -140,6 +148,8 @@ struct common_speculative_impl {
size_t n_gen_tokens = 0; // number of tokens generated by this implementation.
size_t n_acc_tokens = 0; // number of tokens accepted by the target model.
+ std::vector<size_t> n_acc_tokens_per_pos; // number of tokens accepted per draft position.
+
// TODO: track performance of most recent calls
const bool gen_perf = true; // whether to generate performance stats.
@@ -159,11 +169,9 @@ struct common_speculative_impl {
virtual void accept(llama_seq_id seq_id, uint16_t n_accepted, bool is_other) = 0;
- // true if this implementation requires the target context to extract post-norm embeddings
- virtual bool need_embd() const = 0;
-
- // true if this implementation requires the target context to extract pre-norm embeddings
- virtual bool need_embd_nextn() const { return false; }
+ // (optional) serialize/restore per-seq internal state (e.g. eagle3's deferred boundary).
+ virtual bool get_state(llama_seq_id /*seq_id*/, std::vector<uint8_t> & /*data*/) const { return false; }
+ virtual void set_state(llama_seq_id /*seq_id*/, const std::vector<uint8_t> & /*data*/) {}
};
struct common_speculative_impl_draft_simple : public common_speculative_impl {
@@ -180,9 +188,13 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
auto * ctx_dft = this->params.ctx_dft;
auto * ctx_tgt = this->params.ctx_tgt;
- LOG_INF("%s: adding speculative implementation 'draft-simple'\n", __func__);
- LOG_INF("%s: - n_max=%d, n_min=%d, p_min=%f\n", __func__, this->params.n_max, this->params.n_min, this->params.p_min);
- LOG_INF("%s: - gpu_layers=%d, cache_k=%s, cache_v=%s, ctx_tgt=%s, ctx_dft=%s, devices=[%s]\n", __func__,
+ if (!ctx_dft) {
+ throw std::runtime_error("draft-simple requires a draft context");
+ }
+
+ SPC_TRC("%s", "adding speculative implementation 'draft-simple'\n");
+ SPC_TRC("- n_max=%d, n_min=%d, p_min=%f\n", this->params.n_max, this->params.n_min, this->params.p_min);
+ SPC_TRC("- gpu_layers=%d, cache_k=%s, cache_v=%s, ctx_tgt=%s, ctx_dft=%s, devices=[%s]\n",
this->params.n_gpu_layers,
ggml_type_name(this->params.cache_type_k),
ggml_type_name(this->params.cache_type_v),
@@ -222,16 +234,16 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
}
const bool vocab_cmpt = common_speculative_are_compatible(llama_get_model(ctx_tgt), llama_get_model(ctx_dft));
- LOG_DBG("%s: vocab_cmpt = %d\n", __func__, vocab_cmpt);
+ SPC_DBG("vocab_cmpt = %d\n", vocab_cmpt);
if (!vocab_cmpt) {
- LOG_ERR("%s: the target and draft vocabs are not compatible\n", __func__);
+ SPC_ERR("%s", "the target and draft vocabs are not compatible\n");
throw std::runtime_error("draft model vocab type must match target model to use speculation");
}
if (n_seq != llama_n_seq_max(ctx_dft)) {
- LOG_ERR("%s: n_seq mismatch: %d != %d\n", __func__, n_seq, llama_n_seq_max(ctx_dft));
+ SPC_ERR("n_seq mismatch: %d != %d\n", n_seq, llama_n_seq_max(ctx_dft));
throw std::runtime_error("the draft model number of sequences is incompatible with the speculative n_seq");
}
@@ -248,10 +260,13 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
bool process(const llama_batch & batch) override {
auto * ctx_dft = params.ctx_dft;
- const int ret = llama_decode(ctx_dft, batch);
+ llama_batch batch_dft = batch;
+ batch_dft.logits = nullptr;
+
+ const int ret = llama_decode(ctx_dft, batch_dft);
if (ret != 0) {
- LOG_ERR("%s: failed to decode draft batch, ret = %d\n", __func__, ret);
+ SPC_ERR("failed to decode draft batch, ret = %d\n", ret);
return false;
}
@@ -284,7 +299,7 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
int ret = llama_decode(ctx_dft, batch);
if (ret != 0) {
- LOG_WRN("%s: llama_decode returned %d\n", __func__, ret);
+ SPC_ERR("llama_decode returned %d\n", ret);
return;
}
@@ -308,7 +323,7 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
const auto * cur_p = common_sampler_get_candidates(smpl, true);
for (int k = 0; k < std::min(3, (int) cur_p->size); ++k) {
- LOG_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
+ SPC_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
seq_id, k, i, cur_p->data[k].id, cur_p->data[k].p,
common_token_to_piece(ctx_dft, cur_p->data[k].id).c_str());
}
@@ -348,7 +363,7 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
// evaluate the drafted tokens on the draft model
ret = llama_decode(ctx_dft, batch);
if (ret != 0) {
- LOG_WRN("%s: llama_decode[%d] returned %d\n", __func__, i, ret);
+ SPC_ERR("llama_decode[%d] returned %d\n", i, ret);
break;
}
@@ -369,42 +384,898 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
// noop
}
-
- bool need_embd() const override {
- return false;
- }
};
+
+// EAGLE3 speculative decoding state
+//
+// Input of draft decoder: (This is different compared to MTP)
+// At "pos P", the decoder takes input pair (t_{P+1}, g_P), with RoPE at P.
+// - t_{P+1} = token at sequence pos P+1 (the *next* token after P)
+// - g_P = encoder output = projection of target's extracted hidden states at P
+//
+// Deferred boundary (MTP doesn't have this issue):
+// Within a single process() call with n_tokens, we can only write decoder KV for
+// training pos 0..n_tokens-2. The last training pos (n_tokens-1) needs t_{n_tokens}
+// which lies *outside* this batch — it is the token target will sample next or the first token from next ubatch.
+// So the last training pos of each process() call is *deferred* to whichever next call has
+// the missing token in hand:
+// - multi-ubatch prefill: the next process()'s first token completes the pair
+// (handled by the per-seq "cross-ubatch bridge")
+// - single-ubatch prefill / after verify: draft()'s seed step uses "dp.id_last"
+// (target's freshest sample) to complete the pair
+//
+// Per-seq carry-over state:
+// pending_g_last [n_embd_dec] ┐ the deferred boundary's (g, pos). Set by
+// pending_pos_last llama_pos ┘ process() at end of ubatch (= last row);
+// rebased by accept() to first-non-accepted pos.
+// verify_g [N × n_embd_dec] snapshot of process()'s encoder output;
+// verify_pos_first llama_pos consumed by accept() to recover the right
+// verify_g_rows int32_t pending_g_last row for any n_accepted value.
+//
+// Performance is overall good but there is waste in verify cycle:
+// process() runs encoder + decoder on the *full* verify batch including rows for
+// rejected drafts. The KV at those positions is then dropped.
+//
+// TODO: Not sure if we need optimization for this waste?
+// If so we may need hybrid stash:
+// in verify mode, have process() only stash features and let draft() seed run
+// encoder+decoder on n_accepted+1 rows).
struct common_speculative_impl_draft_eagle3 : public common_speculative_impl {
- //common_params_speculative_eagle3 params;
+ common_params_speculative_draft params;
+ llama_batch batch;
+
+ std::vector<common_sampler_ptr> smpls;
+
+ // backend sampler chain per seq, attached to ctx_dft
+ std::vector<llama_sampler *> backend_chains;
+
+ int32_t n_embd_dec = 0; // draft hidden size
+ int32_t n_embd_enc = 0; // target_layer_ids_n * target_hidden_size
+ int32_t n_embd_tgt = 0; // target model hidden size
+ int32_t n_layer_tgt = 0; // target model layer count
+
+ const int32_t * target_layer_ids = nullptr; // model_dft's extract layer indices
+ uint32_t target_layer_ids_n = 0;
+
+ // [per-seq] deferred boundary state
+ std::vector<std::vector<float>> pending_g_last;
+ std::vector<llama_pos> pending_pos_last;
+
+ // [per-seq] snapshot of the most recent process()'s encoder output
+ std::vector<std::vector<float>> verify_g; // [n_seq][n_rows * n_embd_dec]
+ std::vector<llama_pos> verify_pos_first; // [n_seq] — pos of verify_g[seq][0]
+ std::vector<int32_t> verify_g_rows; // [n_seq] — number of rows
+
+ // scratch buffer for concatenated target features [n_tokens, n_embd_enc]
+ std::vector<float> features_buf;
+ std::vector<float> g_embd_buf;
common_speculative_impl_draft_eagle3(const common_params_speculative & params, uint32_t n_seq)
: common_speculative_impl(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, n_seq)
+ , params(params.draft)
{
- LOG_INF("%s: adding speculative implementation 'draft-eagle3'\n", __func__);
- LOG_INF("%s: - n_max=%d, n_min=%d, p_min=%f\n", __func__, params.draft.n_max, params.draft.n_min, params.draft.p_min);
+ SPC_TRC("%s", "adding speculative implementation 'draft-eagle3'\n");
+ SPC_TRC("- n_max=%d, n_min=%d, p_min=%f, backend_sampling=%d\n", params.draft.n_max, params.draft.n_min, params.draft.p_min, (int) params.draft.backend_sampling);
+
+ auto * ctx_tgt = this->params.ctx_tgt;
+ auto * ctx_dft = this->params.ctx_dft;
+ GGML_ASSERT(ctx_tgt && ctx_dft && "EAGLE3 requires ctx_tgt and ctx_dft to be set");
+
+ const llama_model * model_dft = llama_get_model(ctx_dft);
+ const llama_model * model_tgt = llama_get_model(ctx_tgt);
+
+ target_layer_ids = llama_model_target_layer_ids (model_dft);
+ target_layer_ids_n = llama_model_target_layer_ids_n(model_dft);
+ if (target_layer_ids_n != 3) {
+ throw std::runtime_error("draft model is not eagle3 (expected 3 extract layers, got " +
+ std::to_string(target_layer_ids_n) + ")");
+ }
+
+ n_embd_tgt = llama_model_n_embd(model_tgt);
+ n_embd_dec = llama_model_n_embd(model_dft);
+ n_embd_enc = (int32_t) target_layer_ids_n * n_embd_tgt;
+ n_layer_tgt = llama_model_n_layer(model_tgt);
+
+ const int32_t n_b = (int32_t) llama_n_batch(ctx_dft);
+ batch = llama_batch_init(/*n_tokens=*/ n_b, /*embd=*/ n_embd_dec, /*n_seq_max=*/ 1);
+ // llama_batch_init allocates only one of token/embd; eagle3 decoder needs both.
+ // TODO: fix, how to call without malloc
+ batch.token = (llama_token *) malloc(sizeof(llama_token) * n_b);
+
+ smpls.resize(n_seq);
+ for (auto & s : smpls) {
+ common_params_sampling sparams;
+ sparams.no_perf = false;
+ sparams.top_k = 10;
+ sparams.samplers = { COMMON_SAMPLER_TYPE_TOP_K };
+ s.reset(common_sampler_init(llama_get_model(ctx_dft), sparams));
+ }
+
+ // offload draft sampling to the backend
+ backend_chains.assign(n_seq, nullptr);
+ if (this->params.backend_sampling) {
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ llama_sampler * chain = llama_sampler_chain_init(llama_sampler_chain_default_params());
+ llama_sampler_chain_add(chain, llama_sampler_init_top_k(10));
+
+ if (!llama_set_sampler(ctx_dft, seq_id, chain)) {
+ SPC_WRN("backend offload failed for seq_id=%d; using CPU sampler\n", (int) seq_id);
+ llama_sampler_free(chain);
+ chain = nullptr;
+ }
+ backend_chains[seq_id] = chain;
+ }
+ }
+
+ // turn on extraction of the target layers' hidden states
+ for (uint32_t k = 0; k < target_layer_ids_n; ++k) {
+ if (target_layer_ids[k] < n_layer_tgt) {
+ llama_set_embeddings_layer_inp(ctx_tgt, (uint32_t) target_layer_ids[k], true);
+ } else if (target_layer_ids[k] == n_layer_tgt) {
+ llama_set_embeddings_nextn(ctx_tgt, true, /*masked*/ false);
+ } else {
+ GGML_ABORT("EAGLE3: target layer id %d exceeds target n_layer %d", target_layer_ids[k], n_layer_tgt);
+ }
+ }
+
+ // turn on extraction of the draft model's pre-norm hidden state
+ // (used both for the encoder output g_embd and the decoder pre-norm output).
+ llama_set_embeddings_nextn(ctx_dft, true, /*masked*/ true);
+
+ pending_g_last.assign(n_seq, std::vector<float>(n_embd_dec, 0.0f));
+ pending_pos_last.assign(n_seq, -1);
+
+ verify_g.assign(n_seq, std::vector<float>());
+ verify_pos_first.assign(n_seq, -1);
+ verify_g_rows.assign(n_seq, 0);
}
- void begin(llama_seq_id /*seq_id*/, const llama_tokens & /*prompt*/) override {
- // noop
+ ~common_speculative_impl_draft_eagle3() override {
+ auto * ctx_dft = this->params.ctx_dft;
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) backend_chains.size(); ++seq_id) {
+ if (backend_chains[seq_id] == nullptr) {
+ continue;
+ }
+ if (ctx_dft) {
+ llama_set_sampler(ctx_dft, seq_id, nullptr);
+ }
+ llama_sampler_free(backend_chains[seq_id]);
+ }
+ backend_chains.clear();
+
+ if (batch.token != nullptr) {
+ free(batch.token);
+ batch.token = nullptr;
+ }
+ llama_batch_free(batch);
}
- bool process(const llama_batch & /*batch*/) override {
- // TODO: implement
+ void begin(llama_seq_id seq_id, const llama_tokens & prompt) override {
+ const int32_t N = (int32_t) prompt.size();
+ if (N <= 0) {
+ return;
+ }
+ // expected state after prefill: ctx_dft has pos 0..N-2 (last position is deferred to
+ // draft()'s seed step). Warn only if more than one position is missing.
+ auto * ctx_dft = this->params.ctx_dft;
+ const llama_pos pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx_dft), seq_id);
+ if (pos_max < N - 2) {
+ SPC_WRN("ctx_dft pos_max=%d < N-2=%d — process() did not run on every prefill ubatch. "
+ "Drafts may degrade.\n",
+ (int) pos_max, N - 2);
+ }
+ }
+
+ bool process(const llama_batch & batch_in) override {
+ if (batch_in.n_tokens <= 0) {
+ return true;
+ }
+
+ if (batch_in.token == nullptr || batch_in.embd != nullptr) {
+ return true;
+ }
+
+ const int32_t n_tokens = batch_in.n_tokens;
+
+ // i_batch_beg[seq] / i_batch_end[seq]: inclusive batch indices of this seq's
+ // first/last token in batch_in. Assumes per-seq tokens are contiguous within
+ // the ubatch (server's default ordering).
+ std::vector<int32_t> i_batch_beg(n_seq, -1);
+ std::vector<int32_t> i_batch_end(n_seq, -1);
+ for (int k = 0; k < n_tokens; ++k) {
+ GGML_ASSERT(batch_in.n_seq_id[k] == 1);
+ const llama_seq_id seq_id = batch_in.seq_id[k][0];
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq) {
+ continue;
+ }
+ i_batch_end[seq_id] = k;
+ if (i_batch_beg[seq_id] < 0) {
+ i_batch_beg[seq_id] = k;
+ }
+ }
+
+ auto * ctx_tgt = this->params.ctx_tgt;
+ auto * ctx_dft = this->params.ctx_dft;
+
+ // Interleave each extract_layer's hidden state into a contiguous buffer of
+ // shape [n_tokens, target_layer_ids_n * n_embd_tgt]. Then run EAGLE3 encoder
+ // to get one g_embd row per token.
+ features_buf.resize((size_t) n_tokens * n_embd_enc, 0.0f);
+
+ for (uint32_t k = 0; k < target_layer_ids_n; ++k) {
+ const float * layer = target_layer_ids[k] < n_layer_tgt
+ ? llama_get_embeddings_layer_inp(ctx_tgt, (uint32_t) target_layer_ids[k])
+ : llama_get_embeddings_nextn(ctx_tgt);
+ if (!layer) {
+ GGML_ABORT("EAGLE3: target layer %d input not extracted.", target_layer_ids[k]);
+ }
+ for (int32_t i = 0; i < n_tokens; ++i) {
+ float * dst = features_buf.data() + (size_t) i * n_embd_enc + k * (size_t) n_embd_tgt;
+ const float * src = layer + (size_t) i * n_embd_tgt;
+ std::memcpy(dst, src, (size_t) n_embd_tgt * sizeof(float));
+ }
+ }
+
+ g_embd_buf.resize((size_t) n_tokens * n_embd_dec);
+
+ // llama_encode() requires the full encoder batch to fit in n_ubatch.
+ // Allow batch > ubatch: eagle3's per-token encoder can be chunked safely.
+ const int32_t n_ubatch_dft = (int32_t) llama_n_ubatch(ctx_dft);
+ for (int32_t i = 0; i < n_tokens; i += n_ubatch_dft) {
+ const int32_t n_chunk = std::min(n_ubatch_dft, n_tokens - i);
+
+ llama_batch enc_batch = {
+ /*.n_tokens =*/ n_chunk,
+ /*.token =*/ nullptr,
+ /*.embd =*/ features_buf.data() + (size_t) i * n_embd_enc,
+ /*.pos =*/ nullptr,
+ /*.n_seq_id =*/ nullptr,
+ /*.seq_id =*/ nullptr,
+ /*.logits =*/ nullptr,
+ };
+ const int32_t rc = llama_encode(ctx_dft, enc_batch);
+ if (rc != 0) {
+ SPC_ERR("llama_encode(ctx_dft) failed rc=%d (n_tokens=%d, offset=%d)\n",
+ rc, (int) n_chunk, (int) i);
+ return false;
+ }
+
+ // g_embd has shape [n_chunk, n_embd_dec] in ctx_dft's pre-norm embeddings buffer.
+ const float * g_embd_chunk = llama_get_embeddings_nextn(ctx_dft);
+ GGML_ASSERT(g_embd_chunk && "EAGLE3 encoder produced no output.");
+ std::memcpy(g_embd_buf.data() + (size_t) i * n_embd_dec,
+ g_embd_chunk,
+ (size_t) n_chunk * n_embd_dec * sizeof(float));
+ }
+
+ const float * g_embd = g_embd_buf.data();
+
+ const size_t row_bytes = (size_t) n_embd_dec * sizeof(float);
+
+ // EAGLE3 decoder input convention: at memory pos P the input pair is
+ // (token[P+1], g_embd[P]). This shifts the token index "left by one" relative to g_embd.
+ //
+ // Per seq, in order:
+ // (a) cross-ubatch bridge — when applicable, write the previously-deferred
+ // pos using this ubatch's first token + pending_g_last.
+ // (b) main write loop — for k in [beg, end-1], write (token[k+1], g_embd[k])
+ // at pos[k]. The last training pos (k=end) is left unwritten = new
+ // deferred boundary, completed by the next process() or draft() call.
+ // (c) refresh deferred state — stash this ubatch's full g_embd into verify_g,
+ // update pending_g_last / pending_pos_last to the last row.
+ common_batch_clear(batch);
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ const int32_t beg = i_batch_beg[seq_id];
+ const int32_t end = i_batch_end[seq_id];
+ if (beg < 0 || end < 0) {
+ continue;
+ }
+
+ // cross-ubatch bridge — complete the prior ubatch's deferred boundary.
+ // Fires iff all three preconditions hold:
+ // 1) pending_pos_last >= 0
+ // 2) pending_pos_last + 1 == pos[beg]
+ // 3) pending_pos_last > dft_pos_max // TODO: is this check needed?
+ const llama_pos pending_pos = pending_pos_last[seq_id];
+ if (pending_pos >= 0 && pending_pos + 1 == batch_in.pos[beg]) {
+ const llama_pos dft_pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx_dft), seq_id);
+ if (pending_pos > dft_pos_max) {
+ common_batch_add(batch, batch_in.token[beg], pending_pos, { seq_id }, /*logits=*/ false);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd_dec,
+ pending_g_last[seq_id].data(), row_bytes);
+ }
+ }
+
+ for (int32_t k = beg; k < end; ++k) {
+ common_batch_add(batch, batch_in.token[k + 1], batch_in.pos[k], { seq_id }, /*logits=*/ false);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd_dec,
+ g_embd + (size_t) k * n_embd_dec, row_bytes);
+ }
+
+ // refresh deferred state
+ const int32_t n_rows = end - beg + 1;
+ verify_pos_first[seq_id] = batch_in.pos[beg];
+ pending_pos_last[seq_id] = batch_in.pos[end];
+ verify_g_rows[seq_id] = n_rows;
+ verify_g[seq_id].resize((size_t) n_rows * n_embd_dec, 0.0f);
+ std::memcpy(verify_g[seq_id].data(), g_embd + (size_t) beg * n_embd_dec, row_bytes * n_rows);
+ std::memcpy(pending_g_last[seq_id].data(), g_embd + (size_t) end * n_embd_dec, row_bytes);
+ }
+
+ if (batch.n_tokens > 0) {
+ const int32_t rc = llama_decode(ctx_dft, batch);
+ if (rc != 0) {
+ SPC_ERR("llama_decode(ctx_dft) failed rc=%d (n_tokens=%d, ubatch_pos[0]=%d)\n",
+ rc, (int) batch.n_tokens, (int) batch_in.pos[0]);
+ return false;
+ }
+ }
+
return true;
}
- void draft(common_speculative_draft_params_vec & /*dparams*/) override {
- // TODO: implement
+ void draft(common_speculative_draft_params_vec & dparams) override {
+ auto & ctx_dft = params.ctx_dft;
+
+ common_batch_clear(batch);
+
+ // keep track of which sequences are still drafting
+ int n_drafting = 0;
+ std::vector<bool> drafting(n_seq);
+
+ const size_t row_bytes = (size_t) n_embd_dec * sizeof(float);
+
+ // Complete the deferred boundary pair (dp.id_last, pending_g_last) at memory
+ // pos pending_pos_last. dp.id_last is target's freshest sample (= corrected
+ // token after verify, or first generated token after prefill), matching the
+ // EAGLE3 input convention (token[P+1], g_embd[P]) at pos P.
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ auto & dp = dparams[seq_id];
+
+ if (!dp.drafting) {
+ continue;
+ }
+ if (pending_pos_last[seq_id] < 0) {
+ continue;
+ }
+
+ n_drafting++;
+ drafting[seq_id] = true;
+ common_sampler_reset(smpls[seq_id].get());
+
+ llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, pending_pos_last[seq_id], -1);
+
+ common_batch_add(batch, dp.id_last, pending_pos_last[seq_id], { seq_id }, true);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd_dec,
+ pending_g_last[seq_id].data(),
+ row_bytes);
+ }
+
+ if (batch.n_tokens == 0) {
+ return;
+ }
+
+ int ret = llama_decode(ctx_dft, batch);
+ if (ret != 0) {
+ SPC_ERR("llama_decode returned %d\n", ret);
+ return;
+ }
+
+ int i = 0;
+
+ while (n_drafting > 0) {
+ int i_batch = 0;
+
+ common_batch_clear(batch);
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ if (!drafting[seq_id]) {
+ continue;
+ }
+
+ auto * smpl = smpls[seq_id].get();
+
+ common_sampler_sample(smpl, ctx_dft, i_batch, true);
+ // pre-norm hidden state of this position becomes g_embd for the next step
+ const float * prenorm = llama_get_embeddings_nextn_ith(ctx_dft, i_batch);
+ ++i_batch;
+
+ const auto * cur_p = common_sampler_get_candidates(smpl, true);
+
+ for (int k = 0; k < std::min(3, (int) cur_p->size); ++k) {
+ SPC_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
+ seq_id, k, i, cur_p->data[k].id, cur_p->data[k].p,
+ common_token_to_piece(ctx_dft, cur_p->data[k].id).c_str());
+ }
+
+ const llama_token id = cur_p->data[0].id;
+
+ // only collect very high-confidence draft tokens
+ // (configurable via --spec-draft-p-min, set to 0.0 to disable early-stop)
+ if (cur_p->data[0].p < params.p_min) {
+ drafting[seq_id] = false;
+ n_drafting--;
+
+ continue;
+ }
+
+ common_sampler_accept(smpl, id, true);
+
+ auto & dp = dparams.at(seq_id);
+ auto & result = *dp.result;
+
+ result.push_back(id);
+
+ if (params.n_max <= (int) result.size()) {
+ drafting[seq_id] = false;
+ n_drafting--;
+ continue;
+ }
+
+ common_batch_add(batch, id, pending_pos_last[seq_id] + (i + 1), { seq_id }, true);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd_dec, prenorm, row_bytes);
+ }
+
+ if (batch.n_tokens == 0) {
+ break;
+ }
+
+ ret = llama_decode(ctx_dft, batch);
+ if (ret != 0) {
+ SPC_ERR("llama_decode[%d] returned %d\n", i, ret);
+ break;
+ }
+
+ ++i;
+ }
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ auto & dp = dparams[seq_id];
+ if (!dp.drafting) {
+ continue;
+ }
+
+ if (dp.result->size() < (size_t) params.n_min) {
+ dp.result->clear();
+ }
+ }
+ }
+
+ void accept(llama_seq_id seq_id, uint16_t n_accepted, bool /*is_other*/) override {
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq) {
+ return;
+ }
+
+ const int32_t n_rows = verify_g_rows[seq_id];
+ if (n_rows <= 0) {
+ return;
+ }
+
+ const int32_t i_g = std::min<int32_t>(n_accepted, n_rows - 1);
+ pending_pos_last[seq_id] = verify_pos_first[seq_id] + i_g;
+ std::memcpy(pending_g_last[seq_id].data(),
+ verify_g[seq_id].data() + (size_t) i_g * n_embd_dec,
+ (size_t) n_embd_dec * sizeof(float));
+ }
+
+ // we only need to stash the deferred boundary's g_embd row for recurrent/hybrid targets:
+ // their single-position checkpoints drop it on restore
+ bool need_boundary_stash() const {
+ const llama_model * model_tgt = llama_get_model(params.ctx_tgt);
+ return llama_model_is_recurrent(model_tgt) || llama_model_is_hybrid(model_tgt);
+ }
+
+ bool get_state(llama_seq_id seq_id, std::vector<uint8_t> & data) const override {
+ if (!need_boundary_stash()) {
+ return false;
+ }
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq || pending_pos_last[seq_id] < 0) {
+ return false;
+ }
+
+ const llama_pos pos = pending_pos_last[seq_id];
+ const std::vector<float> & g = pending_g_last[seq_id];
+
+ data.resize(sizeof(llama_pos) + g.size() * sizeof(float));
+ std::memcpy(data.data(), &pos, sizeof(llama_pos));
+ std::memcpy(data.data() + sizeof(llama_pos), g.data(), g.size() * sizeof(float));
+ return true;
+ }
+
+ void set_state(llama_seq_id seq_id, const std::vector<uint8_t> & data) override {
+ if (!need_boundary_stash()) {
+ return;
+ }
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq) {
+ return;
+ }
+ if (data.size() != sizeof(llama_pos) + (size_t) n_embd_dec * sizeof(float)) {
+ return;
+ }
+
+ llama_pos pos = -1;
+ std::memcpy(&pos, data.data(), sizeof(llama_pos));
+
+ pending_pos_last[seq_id] = pos;
+ pending_g_last[seq_id].resize(n_embd_dec);
+ std::memcpy(pending_g_last[seq_id].data(), data.data() + sizeof(llama_pos), (size_t) n_embd_dec * sizeof(float));
+ }
+};
+
+// DFlash: block-diffusion drafting with a draft-side KV cache injection
+struct common_speculative_impl_draft_dflash : public common_speculative_impl {
+ common_params_speculative_draft params;
+
+ llama_batch batch; // noise tokens
+ llama_batch batch_inject; // target features for KV cache injection
+
+ std::vector<common_sampler_ptr> smpls;
+
+ // backend sampler chain per seq, attached to ctx_dft
+ std::vector<llama_sampler *> backend_chains;
+
+ int32_t n_embd_dec = 0; // draft hidden size
+ int32_t n_embd_enc = 0; // target_layer_ids_n * target_hidden_size
+ int32_t n_embd_tgt = 0; // target model hidden size
+
+ int32_t block_size = 0;
+ llama_token mask_token_id = 0;
+
+ // draft-dspark: the draft carries a Markov head and uses an anchor-first block layout
+ const bool is_dspark;
+
+ // dspark speculators
+ bool sample_from_anchor = true;
+
+ const int32_t * target_layer_ids = nullptr; // model_dft's extract layer indices
+ uint32_t target_layer_ids_n = 0;
+
+ // scratch buffer for concatenated target features [n_tokens, n_embd_enc]
+ std::vector<float> features_buf;
+
+ common_speculative_impl_draft_dflash(const common_params_speculative & params, uint32_t n_seq,
+ common_speculative_type type = COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH)
+ : common_speculative_impl(type, n_seq)
+ , params(params.draft)
+ , is_dspark(type == COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK)
+ {
+ auto * ctx_tgt = this->params.ctx_tgt;
+ auto * ctx_dft = this->params.ctx_dft;
+ GGML_ASSERT(ctx_tgt && ctx_dft && "DFlash requires ctx_tgt and ctx_dft to be set");
+
+ const llama_model * model_dft = llama_get_model(ctx_dft);
+ const llama_model * model_tgt = llama_get_model(ctx_tgt);
+
+ target_layer_ids = llama_model_target_layer_ids (model_dft);
+ target_layer_ids_n = llama_model_target_layer_ids_n(model_dft);
+ GGML_ASSERT(target_layer_ids_n > 0 && "DFlash model has no target_layer_ids");
+
+ n_embd_tgt = llama_model_n_embd(model_tgt);
+ n_embd_dec = llama_model_n_embd(model_dft);
+ n_embd_enc = (int32_t) target_layer_ids_n * n_embd_tgt;
+
+ // read the trained block size from the dflash.block_size metadata key
+ block_size = 16;
+ {
+ char buf[32] = {};
+ if (llama_model_meta_val_str(model_dft, "dflash.block_size", buf, sizeof(buf)) >= 0) {
+ block_size = std::atoi(buf);
+ }
+ if (llama_model_meta_val_str(model_dft, "dflash.sample_from_anchor", buf, sizeof(buf)) >= 0) {
+ sample_from_anchor = std::strcmp(buf, "true") == 0;
+ }
+ }
+ mask_token_id = llama_vocab_mask(llama_model_get_vocab(model_dft));
+
+ LOG_INF("%s: adding speculative implementation '%s'\n", __func__, common_speculative_type_to_str(type).c_str());
+ LOG_INF("%s: - n_max=%d, n_min=%d, p_min=%.2f\n", __func__, this->params.n_max, this->params.n_min, this->params.p_min);
+ LOG_INF("%s: - block_size=%d, mask_token_id=%d, n_extract=%u, sample_from_anchor=%s\n", __func__,
+ block_size, mask_token_id, target_layer_ids_n, sample_from_anchor ? "true" : "false");
+
+ // DFlash input is [id_last, <mask> * (block_size-1)]: in-place denoising yields at most
+ // block_size-1 draft tokens, anchor-first DSpark yields a full block_size draft tokens
+ const int32_t n_draft_max = is_dspark && sample_from_anchor ? block_size : block_size - 1;
+ if (this->params.n_max > n_draft_max || this->params.n_min > n_draft_max) {
+ LOG_WRN("%s: requested draft size (n_max=%d, n_min=%d) exceeds the trained block size %d -- clamping to %d\n",
+ __func__, this->params.n_max, this->params.n_min, block_size, n_draft_max);
+ this->params.n_max = std::min(this->params.n_max, n_draft_max);
+ this->params.n_min = std::min(this->params.n_min, n_draft_max);
+ }
+
+ batch = llama_batch_init(llama_n_batch(ctx_dft), 0, n_seq);
+ batch_inject = llama_batch_init(llama_n_batch(ctx_dft), n_embd_dec, n_seq);
+
+ smpls.resize(n_seq);
+ for (auto & s : smpls) {
+ common_params_sampling sparams;
+ sparams.no_perf = false;
+ sparams.top_k = 10;
+ sparams.samplers = { COMMON_SAMPLER_TYPE_TOP_K };
+ s.reset(common_sampler_init(model_dft, sparams));
+ }
+
+ // offload draft sampling to the backend
+ backend_chains.assign(n_seq, nullptr);
+ if (this->params.backend_sampling) {
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ llama_sampler * chain = llama_sampler_chain_init(llama_sampler_chain_default_params());
+ llama_sampler_chain_add(chain, llama_sampler_init_top_k(10));
+
+ if (!llama_set_sampler(ctx_dft, seq_id, chain)) {
+ SPC_WRN("backend offload failed for seq_id=%d; using CPU sampler\n", (int) seq_id);
+ llama_sampler_free(chain);
+ chain = nullptr;
+ }
+ backend_chains[seq_id] = chain;
+ }
+ }
+
+ // turn on extraction of the target layers' input embeddings
+ for (uint32_t k = 0; k < target_layer_ids_n; ++k) {
+ llama_set_embeddings_layer_inp(ctx_tgt, (uint32_t) target_layer_ids[k], true);
+ }
+
+ llama_set_embeddings_nextn(ctx_dft, true, /*masked*/ true);
+ llama_set_causal_attn(ctx_dft, false); // DFlash needs non-causal attention
+ }
+
+ ~common_speculative_impl_draft_dflash() override {
+ auto * ctx_dft = this->params.ctx_dft;
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) backend_chains.size(); ++seq_id) {
+ if (backend_chains[seq_id] == nullptr) {
+ continue;
+ }
+ if (ctx_dft) {
+ llama_set_sampler(ctx_dft, seq_id, nullptr);
+ }
+ llama_sampler_free(backend_chains[seq_id]);
+ }
+ backend_chains.clear();
+
+ llama_batch_free(batch);
+ llama_batch_free(batch_inject);
+ }
+
+ void begin(llama_seq_id seq_id, const llama_tokens & prompt) override {
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq) {
+ return;
+ }
+
+ const int32_t N = (int32_t) prompt.size();
+ if (N <= 0) {
+ return;
+ }
+
+ const llama_pos pos_max = llama_memory_seq_pos_max(llama_get_memory(params.ctx_dft), seq_id);
+ if (pos_max < N - 1) {
+ LOG_WRN("%s: ctx_dft pos_max=%d < N-1=%d - process() did not run on every prefill ubatch. "
+ "Drafts may degrade.\n",
+ __func__, (int) pos_max, N - 1);
+ }
+ }
+
+ bool process(const llama_batch & batch_in) override {
+ if (batch_in.n_tokens <= 0) {
+ return true;
+ }
+
+ // Target prefill may contain token IDs or multimodal embeddings. Both
+ // produce the target-layer features used to seed the draft KV cache, so
+ // skipping the embedding batches leaves a hole in the draft's cache and
+ // the next injection fails to initialize.
+ // TODO: revisit after https://github.com/ggml-org/llama.cpp/pull/24669 is merged
+ const bool has_tokens = batch_in.token != nullptr;
+ const bool has_embeddings = batch_in.embd != nullptr;
+ if (has_tokens == has_embeddings) {
+ return true;
+ }
+
+ const int32_t n_tokens = batch_in.n_tokens;
+
+ // per-seq inclusive batch range (assumes each seq's tokens are contiguous in the batch)
+ std::vector<int32_t> i_batch_beg(n_seq, -1);
+ std::vector<int32_t> i_batch_end(n_seq, -1);
+ for (int32_t k = 0; k < n_tokens; ++k) {
+ GGML_ASSERT(batch_in.n_seq_id[k] == 1);
+ const llama_seq_id seq_id = batch_in.seq_id[k][0];
+ if (seq_id < 0 || seq_id >= (llama_seq_id) n_seq) {
+ continue;
+ }
+ i_batch_end[seq_id] = k;
+ if (i_batch_beg[seq_id] < 0) {
+ i_batch_beg[seq_id] = k;
+ }
+ }
+
+ auto * ctx_tgt = this->params.ctx_tgt;
+ auto * ctx_dft = this->params.ctx_dft;
+
+ const int32_t n_ubatch = (int32_t) llama_n_ubatch(ctx_dft);
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ if (i_batch_beg[seq_id] < 0) {
+ continue;
+ }
+ const int32_t n_rows = i_batch_end[seq_id] - i_batch_beg[seq_id] + 1;
+
+ for (int32_t offset = 0; offset < n_rows; offset += n_ubatch) {
+ const int32_t n_chunk = std::min(n_ubatch, n_rows - offset);
+
+ // gather this chunk's target features, interleaved by extract layer
+ features_buf.resize((size_t) n_chunk * n_embd_enc);
+ for (uint32_t k = 0; k < target_layer_ids_n; ++k) {
+ const float * layer = llama_get_embeddings_layer_inp(ctx_tgt, (uint32_t) target_layer_ids[k]);
+ if (!layer) {
+ GGML_ABORT("DFlash: target layer %d input not extracted.", target_layer_ids[k]);
+ }
+ for (int32_t i = 0; i < n_chunk; ++i) {
+ float * dst = features_buf.data() + (size_t) i * n_embd_enc + k * (size_t) n_embd_tgt;
+ const float * src = layer + (size_t) (i_batch_beg[seq_id] + offset + i) * n_embd_tgt;
+ std::memcpy(dst, src, (size_t) n_embd_tgt * sizeof(float));
+ }
+ }
+
+ // fuse extracted features through DFlash encoder
+ llama_batch enc_batch = {
+ /*.n_tokens =*/ n_chunk,
+ /*.token =*/ nullptr,
+ /*.embd =*/ features_buf.data(),
+ /*.pos =*/ nullptr,
+ /*.n_seq_id =*/ nullptr,
+ /*.seq_id =*/ nullptr,
+ /*.logits =*/ nullptr,
+ };
+
+ int32_t rc = llama_encode(ctx_dft, enc_batch);
+ if (rc != 0) {
+ LOG_ERR("%s: llama_encode(ctx_dft) failed rc=%d (n_tokens=%d, offset=%d)\n",
+ __func__, rc, (int) n_chunk, (int) offset);
+ return false;
+ }
+
+ const float * inp_g = llama_get_embeddings_nextn(ctx_dft);
+ GGML_ASSERT(inp_g && "DFlash encoder produced no output.");
+
+ // inject the DFlash decoder K/V cache at the tokens' target positions
+ batch_inject.n_tokens = n_chunk;
+ std::memcpy(batch_inject.embd, inp_g, (size_t) n_chunk * n_embd_dec * sizeof(float));
+
+ for (int32_t i = 0; i < n_chunk; ++i) {
+ batch_inject.pos[i] = batch_in.pos[i_batch_beg[seq_id] + offset + i];
+ batch_inject.n_seq_id[i] = 1;
+ batch_inject.seq_id[i][0] = seq_id;
+ batch_inject.logits[i] = false;
+ }
+ rc = llama_decode(ctx_dft, batch_inject);
+ if (rc != 0) {
+ LOG_ERR("%s: llama_decode(ctx_dft) failed rc=%d (n_tokens=%d, offset=%d)\n",
+ __func__, rc, (int) n_chunk, (int) offset);
+ return false;
+ }
+ }
+ }
+
+ return true;
+ }
+
+ void draft(common_speculative_draft_params_vec & dparams) override {
+ auto & ctx_dft = params.ctx_dft;
+
+ common_batch_clear(batch);
+
+ // build one batch holding every drafting sequence's noise block into a single decode)
+ // record where each block starts and its size
+ std::vector<int32_t> i_block_beg(n_seq, -1);
+ std::vector<int32_t> n_block (n_seq, 0);
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ auto & dp = dparams[seq_id];
+ if (!dp.drafting) {
+ continue;
+ }
+
+ common_sampler_reset(smpls[seq_id].get());
+
+ const int32_t n = (int32_t) dp.n_past;
+
+ const int32_t n_draft = params.n_max;
+
+ const int32_t n_block_tokens = n_draft + (is_dspark && sample_from_anchor ? 0 : 1);
+ i_block_beg[seq_id] = batch.n_tokens;
+ n_block [seq_id] = n_block_tokens;
+ for (int32_t i = 0; i < n_block_tokens; ++i) {
+ common_batch_add(batch, i == 0 ? dp.id_last : mask_token_id, n + i, { seq_id }, true);
+ }
+ }
+
+ if (batch.n_tokens == 0) {
+ return;
+ }
+
+ // decode all sequence's noise block in a single batch
+ int ret = llama_decode(ctx_dft, batch);
+ if (ret != 0) {
+ LOG_WRN("%s: llama_decode returned %d\n", __func__, ret);
+ return;
+ }
+
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ if (i_block_beg[seq_id] < 0) {
+ continue;
+ }
+ auto & dp = dparams[seq_id];
+
+ const int32_t beg = i_block_beg[seq_id];
+ const int32_t n_block_tokens = n_block[seq_id];
+
+ auto * smpl = smpls[seq_id].get();
+
+ auto & result = *dp.result;
+
+ if (is_dspark) {
+ // DSpark: read from the first draft slot, truncate below the confidence threshold
+ const float * conf = params.p_min > 0.0f ? llama_get_embeddings_nextn(ctx_dft) : nullptr;
+ // bonus-anchor drafts read the mask positions only, like DFlash
+ const int32_t i_draft_beg = sample_from_anchor ? 0 : 1;
+ for (int32_t i = i_draft_beg; i < n_block_tokens; ++i) {
+ const int32_t idx = beg + i;
+
+ if (conf && conf[(size_t) idx * n_embd_dec] < params.p_min) {
+ break;
+ }
+
+ common_sampler_sample(smpl, ctx_dft, idx, true);
+
+ const auto * cur_p = common_sampler_get_candidates(smpl, true);
+
+ for (int k = 0; k < std::min(3, (int) cur_p->size); ++k) {
+ LOG_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
+ seq_id, k, i, cur_p->data[k].id, cur_p->data[k].p,
+ common_token_to_piece(ctx_dft, cur_p->data[k].id).c_str());
+ }
+
+ const llama_token id = cur_p->data[0].id;
+
+ common_sampler_accept(smpl, id, true);
+
+ result.push_back(id);
+ }
+ } else {
+ // greedily read the predicted block at this sequence's noise positions 1..n_block_tokens-1
+ for (int32_t i = 1; i < n_block_tokens; ++i) {
+ common_sampler_sample(smpl, ctx_dft, beg + i, true);
+
+ const auto * cur_p = common_sampler_get_candidates(smpl, true);
+
+ for (int k = 0; k < std::min(3, (int) cur_p->size); ++k) {
+ LOG_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
+ seq_id, k, i - 1, cur_p->data[k].id, cur_p->data[k].p,
+ common_token_to_piece(ctx_dft, cur_p->data[k].id).c_str());
+ }
+
+ const llama_token id = cur_p->data[0].id;
+
+ if (cur_p->data[0].p < params.p_min) {
+ break;
+ }
+
+ common_sampler_accept(smpl, id, true);
+
+ result.push_back(id);
+ }
+ }
+
+ if (result.size() < (size_t) params.n_min) {
+ result.clear();
+ }
+ }
}
void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
// noop
}
-
- bool need_embd() const override {
- return false;
- }
};
struct common_speculative_impl_draft_mtp : public common_speculative_impl {
@@ -419,7 +1290,13 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
int32_t n_embd = 0;
- bool is_mem_shared = false;
+ // One MTP draft driver, three modes (set once in the ctor):
+ // is_mem_shared (gemma4): shares the target KV, runs all heads in one graph.
+ // chain_heads (step35): n_mtp_layers trained heads, one per draft step.
+ // neither (qwen35 / qwen35moe): a single trained MTP head.
+ int32_t n_mtp_layers = 1;
+ bool is_mem_shared = false; // gemma4
+ bool chain_heads = false; // derived in the ctor: n_mtp_layers > 1 && !is_mem_shared
// Per-sequence cross-batch carryover: pair (h_p, x_{p+1}) at MTP pos p+1.
// The last h-row of one process() call needs the first token of the NEXT
@@ -434,10 +1311,8 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
std::vector<std::vector<float>> verify_h;
std::vector<int32_t> verify_h_rows;
- // Per-seq draft length from the last draft() call, used in accept() to
- // roll back ctx_dft's recurrent state past the AR draft's redundant
- // pre-advancement before process() mirrored the verify batch.
- std::vector<uint16_t> last_n_drafted;
+ std::vector<int> i_last;
+ std::vector<std::vector<float>> chain_h;
common_speculative_impl_draft_mtp(const common_params_speculative & params, uint32_t n_seq)
: common_speculative_impl(COMMON_SPECULATIVE_TYPE_DRAFT_MTP, n_seq)
@@ -448,12 +1323,13 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
GGML_ASSERT(ctx_tgt && ctx_dft && "MTP requires ctx_tgt and ctx_dft to be set");
n_embd = llama_model_n_embd_out(llama_get_model(ctx_dft));
- GGML_ASSERT(n_embd == llama_model_n_embd(llama_get_model(ctx_tgt)) &&
+ GGML_ASSERT(n_embd == llama_model_n_embd_out(llama_get_model(ctx_tgt)) &&
"MTP input row width must match the target h_nextn width");
+ n_mtp_layers = std::max(1, (int) llama_model_n_layer_nextn(llama_get_model(ctx_dft)));
- LOG_INF("%s: adding speculative implementation 'draft-mtp'\n", __func__);
- LOG_INF("%s: - n_max=%d, n_min=%d, p_min=%.2f, n_embd=%d, backend_sampling=%d\n", __func__, this->params.n_max, this->params.n_min, this->params.p_min, n_embd, (int) this->params.backend_sampling);
- LOG_INF("%s: - gpu_layers=%d, cache_k=%s, cache_v=%s, ctx_tgt=%s, ctx_dft=%s, devices=[%s]\n", __func__,
+ SPC_TRC("%s", "adding speculative implementation 'draft-mtp'\n");
+ SPC_TRC("- n_max=%d, n_min=%d, p_min=%.2f, n_embd=%d, backend_sampling=%d\n", this->params.n_max, this->params.n_min, this->params.p_min, n_embd, (int) this->params.backend_sampling);
+ SPC_TRC("- gpu_layers=%d, cache_k=%s, cache_v=%s, ctx_tgt=%s, ctx_dft=%s, devices=[%s]\n",
this->params.n_gpu_layers,
ggml_type_name(this->params.cache_type_k),
ggml_type_name(this->params.cache_type_v),
@@ -484,7 +1360,7 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
llama_sampler_chain_add(chain, llama_sampler_init_top_k(10));
if (!llama_set_sampler(ctx_dft, seq_id, chain)) {
- LOG_WRN("%s: backend offload failed for seq_id=%d; using CPU sampler\n", __func__, (int) seq_id);
+ SPC_WRN("backend offload failed for seq_id=%d; using CPU sampler\n", (int) seq_id);
llama_sampler_free(chain);
chain = nullptr;
}
@@ -496,16 +1372,25 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
llama_set_embeddings_nextn(ctx_dft, true, /*masked*/ true);
is_mem_shared = llama_get_ctx_other(ctx_dft) == ctx_tgt;
+ chain_heads = n_mtp_layers > 1 && !is_mem_shared;
+
+ if (chain_heads) {
+ this->params.n_max = std::min(this->params.n_max, n_mtp_layers);
+
+ chain_h.assign(n_seq, {});
+ for (auto & c : chain_h) {
+ c.reserve((size_t) (this->params.n_max + 1) * n_embd);
+ }
+ }
pending_h.assign(n_seq, std::vector<float>(n_embd, 0.0f));
+ i_last.assign(n_seq, -1);
i_batch_beg.assign(n_seq, -1);
i_batch_end.assign(n_seq, -1);
verify_h.assign(n_seq, {});
verify_h_rows.assign(n_seq, 0);
-
- last_n_drafted.assign(n_seq, 0);
}
~common_speculative_impl_draft_mtp() override {
@@ -538,11 +1423,11 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
const llama_pos pos_max = llama_memory_seq_pos_max(llama_get_memory(ctx_dft), seq_id);
if (pos_max < N - 1 && !is_mem_shared) {
- LOG_WRN("%s: ctx_dft pos_max=%d < N-1=%d - "
+ SPC_WRN("ctx_dft pos_max=%d < N-1=%d - "
"process() hook may not have run on every prefill ubatch "
"(need_embd / logits=1 on every prompt position?). "
"Drafts may degrade.\n",
- __func__, (int) pos_max, N - 1);
+ (int) pos_max, N - 1);
}
}
@@ -611,9 +1496,34 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
set_h(i_batch_beg[seq_id], pending_h[seq_id].data());
}
- const int32_t rc = llama_decode(ctx_dft, batch);
- if (rc != 0) {
- LOG_ERR("%s: llama_decode(ctx_dft) failed rc=%d (pos=%d)\n", __func__, (int) rc, (int) batch_in.pos[0]);
+ auto * mem_dft = llama_get_memory(ctx_dft);
+
+ bool ok = true;
+ for (int head = 0; head < n_mtp_layers; ++head) {
+ if (chain_heads) {
+ // ref: https://github.com/ggml-org/llama.cpp/pull/24340/changes#r3413498544
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ if (i_batch_beg[seq_id] < 0) {
+ continue;
+ }
+ llama_memory_seq_rm(mem_dft, seq_id, batch_in.pos[i_batch_beg[seq_id]], -1);
+ }
+ llama_set_nextn_layer_offset(ctx_dft, head);
+ }
+
+ const int32_t rc = llama_decode(ctx_dft, batch);
+ if (rc != 0) {
+ SPC_ERR("llama_decode(ctx_dft) head=%d failed rc=%d (pos=%d)\n",
+ head, (int) rc, (int) batch_in.pos[0]);
+ ok = false;
+ break;
+ }
+ }
+
+ if (chain_heads) {
+ llama_set_nextn_layer_offset(ctx_dft, 0); // restore default for non-draft decodes
+ }
+ if (!ok) {
return false;
}
}
@@ -648,7 +1558,6 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
int n_drafting = 0;
std::vector<bool> drafting(n_seq);
- const float * h_row = nullptr;
const size_t row_bytes = (size_t) n_embd * sizeof(float);
for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
@@ -663,22 +1572,43 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
common_sampler_reset(smpls[seq_id].get());
common_batch_add(batch, dp.id_last, dp.n_past, { seq_id }, true);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd, pending_h[seq_id].data(), row_bytes);
- h_row = pending_h[seq_id].data();
- std::memcpy(batch.embd + n_embd*(batch.n_tokens - 1), h_row, row_bytes);
- }
+ i_last[seq_id] = batch.n_tokens - 1;
- int ret = llama_decode(ctx_dft, batch);
- if (ret != 0) {
- LOG_WRN("%s: llama_decode returned %d\n", __func__, ret);
- return;
+ if (chain_heads) {
+ chain_h[seq_id].assign(pending_h[seq_id].begin(), pending_h[seq_id].end());
+ }
}
int i = 0;
while (n_drafting > 0) {
- int i_batch = 0;
+ // each step decodes under a different head, i.e. a different decoder layer, and
+ // KV is per layer. process() filled this layer's KV only for positions < n_past
+ // (prompt + accepted prefix) — nothing in the draft region yet. so reset the
+ // draft region (the seq_rm lower bound is n_past, leaving the prompt KV intact)
+ // and select head i so it rebuilds its own layer's KV there; decoding just the
+ // latest token would leave its attention reading cells only another head wrote.
+ if (chain_heads) {
+ auto * mem_dft = llama_get_memory(ctx_dft);
+ for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
+ if (drafting[seq_id]) {
+ llama_memory_seq_rm(mem_dft, seq_id, dparams[seq_id].n_past, -1);
+ }
+ }
+ llama_set_nextn_layer_offset(ctx_dft, i);
+ }
+ int ret = llama_decode(ctx_dft, batch);
+ if (ret != 0) {
+ SPC_ERR("llama_decode[%d] returned %d\n", i, ret);
+ break;
+ }
+
+ // rebuild the batch for the next step: the growing-KV paths re-add only the
+ // new token (the KV already holds the prefix), while chained heads re-add the
+ // whole prefix at the next head. dropped sequences are simply not re-added.
common_batch_clear(batch);
for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
@@ -688,14 +1618,13 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
auto * smpl = smpls[seq_id].get();
- common_sampler_sample(smpl, ctx_dft, i_batch, true);
- h_row = llama_get_embeddings_nextn_ith(ctx_dft, i_batch);
- ++i_batch;
+ common_sampler_sample(smpl, ctx_dft, i_last[seq_id], true);
+ const float * h_row = llama_get_embeddings_nextn_ith(ctx_dft, i_last[seq_id]);
const auto * cur_p = common_sampler_get_candidates(smpl, true);
for (int k = 0; k < std::min(3, (int) cur_p->size); ++k) {
- LOG_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
+ SPC_DBG(" - seq_id %d, draft candidate %3d, pos %3d: %6d (%8.3f) '%s'\n",
seq_id, k, i, cur_p->data[k].id, cur_p->data[k].p,
common_token_to_piece(ctx_dft, cur_p->data[k].id).c_str());
}
@@ -724,30 +1653,41 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
continue;
}
- if (is_mem_shared) {
+ if (chain_heads) {
+ // ref: https://github.com/ggml-org/llama.cpp/pull/24340#discussion_r3448031546
+ chain_h[seq_id].insert(chain_h[seq_id].end(), h_row, h_row + n_embd);
+
+ const int n_rows = (int) result.size() + 1; // id_last + tokens drafted so far
+ for (int t = 0; t < n_rows; ++t) {
+ const llama_token tok = (t == 0) ? dp.id_last : result[t - 1];
+ common_batch_add(batch, tok, dp.n_past + t, { seq_id }, t == n_rows - 1);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd,
+ chain_h[seq_id].data() + (size_t) t * n_embd, row_bytes);
+ }
+ } else if (is_mem_shared) {
// note: with shared memory (e.g. Gemma4 assistants) we use the same position for all draft tokens
// ref: https://github.com/huggingface/transformers/blob/effde20942e3f82a1b97449f60b3a48c5ff96145/docs/source/en/model_doc/gemma4_assistant.md?plain=1#L36-L37
common_batch_add(batch, id, dp.n_past, { seq_id }, true);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd, h_row, row_bytes);
} else {
common_batch_add(batch, id, dp.n_past + i + 1, { seq_id }, true);
+ std::memcpy(batch.embd + (size_t) (batch.n_tokens - 1) * n_embd, h_row, row_bytes);
}
- std::memcpy(batch.embd + n_embd*(batch.n_tokens - 1), h_row, row_bytes);
+
+ i_last[seq_id] = batch.n_tokens - 1;
}
if (batch.n_tokens == 0) {
break;
}
- // evaluate the drafted tokens on the draft model
- ret = llama_decode(ctx_dft, batch);
- if (ret != 0) {
- LOG_WRN("%s: llama_decode[%d] returned %d\n", __func__, i, ret);
- break;
- }
-
++i;
}
+ if (chain_heads) {
+ llama_set_nextn_layer_offset(ctx_dft, 0); // restore default for non-draft decodes
+ }
+
for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) n_seq; ++seq_id) {
auto & dp = dparams[seq_id];
if (!dp.drafting) {
@@ -757,8 +1697,6 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
if (dp.result->size() < (size_t) params.n_min) {
dp.result->clear();
}
-
- last_n_drafted[seq_id] = (uint16_t) dp.result->size();
}
}
@@ -776,14 +1714,6 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
const size_t row_bytes = (size_t) n_embd * sizeof(float);
std::memcpy(pending_h[seq_id].data(), verify_h[seq_id].data() + (size_t) i_h * n_embd, row_bytes);
}
-
- bool need_embd() const override {
- return false;
- }
-
- bool need_embd_nextn() const override {
- return true;
- }
};
// state of self-speculation (simple implementation, not ngram-map)
@@ -800,8 +1730,8 @@ struct common_speculative_impl_ngram_simple : public common_speculative_impl {
, params(params.ngram_simple)
, config(config)
{
- LOG_INF("%s: adding speculative implementation 'ngram-simple'\n", __func__);
- LOG_INF("%s: - size_n=%d, size_m=%d, min_hits=%d\n", __func__,
+ SPC_TRC("%s", "adding speculative implementation 'ngram-simple'\n");
+ SPC_TRC("- size_n=%d, size_m=%d, min_hits=%d\n",
this->params.size_n, this->params.size_m, this->params.min_hits);
}
@@ -830,10 +1760,6 @@ struct common_speculative_impl_ngram_simple : public common_speculative_impl {
void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
// noop
}
-
- bool need_embd() const override {
- return false;
- }
};
struct common_speculative_impl_ngram_map_k : public common_speculative_impl {
@@ -843,14 +1769,15 @@ struct common_speculative_impl_ngram_map_k : public common_speculative_impl {
common_speculative_impl_ngram_map_k(
const common_ngram_map & config,
uint32_t n_seq)
- : common_speculative_impl(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K, n_seq)
+ : common_speculative_impl(config.key_only ? COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K
+ : COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V, n_seq)
{
for (uint32_t i = 0; i < n_seq; i++) {
this->config.push_back(config);
}
- LOG_INF("%s: adding speculative implementation '%s'\n", __func__, common_speculative_type_to_str(this->type).c_str());
- LOG_INF("%s: - size_key=%d, size_value=%d, key_only=%d, min_hits=%d\n", __func__,
+ SPC_TRC("adding speculative implementation '%s'\n", common_speculative_type_to_str(this->type).c_str());
+ SPC_TRC("- size_key=%d, size_value=%d, key_only=%d, min_hits=%d\n",
config.size_key, config.size_value, config.key_only, config.min_hits);
}
@@ -887,10 +1814,6 @@ struct common_speculative_impl_ngram_map_k : public common_speculative_impl {
common_ngram_map_accept(config[seq_id], n_accepted);
}
-
- bool need_embd() const override {
- return false;
- }
};
struct common_speculative_impl_ngram_mod : public common_speculative_impl {
@@ -924,15 +1847,15 @@ struct common_speculative_impl_ngram_mod : public common_speculative_impl {
, verbose(std::getenv("LLAMA_TRACE") != nullptr) {
static_assert(sizeof(llama_token) == sizeof(common_ngram_mod::entry_t));
- LOG_INF("%s: adding speculative implementation 'ngram-mod'\n", __func__);
- LOG_INF("%s: - n_match=%d, n_max=%d, n_min=%d\n", __func__,
+ SPC_TRC("%s", "adding speculative implementation 'ngram-mod'\n");
+ SPC_TRC("- n_match=%d, n_max=%d, n_min=%d\n",
this->params.n_match, this->params.n_max, this->params.n_min);
- LOG_INF("%s: - mod size=%zu (%.3f MB)\n", __func__,
+ SPC_TRC("- mod size=%zu (%.3f MB)\n",
mod.size(), (float)(mod.size_bytes())/1024/1024);
if (this->params.n_match < 16) {
- LOG_WRN("%s: ngram_mod n_match=%d is too small - poor quality is possible, "
- "see: https://github.com/ggml-org/llama.cpp/pull/19164\n", __func__, this->params.n_match);
+ SPC_WRN("ngram_mod n_match=%d is too small - poor quality is possible, "
+ "see: https://github.com/ggml-org/llama.cpp/pull/19164\n", this->params.n_match);
}
sinfos.resize(n_seq);
@@ -956,11 +1879,11 @@ struct common_speculative_impl_ngram_mod : public common_speculative_impl {
sinfo.i_last = prompt.size() - n;
const double f = (double)mod.get_used() / (double)mod.size();
- LOG_INF("%s: ngram_mod occupancy = %zu/%zu (%.2f)\n", __func__, mod.get_used(), mod.size(), f);
+ SPC_TRC("ngram_mod occupancy = %zu/%zu (%.2f)\n", mod.get_used(), mod.size(), f);
constexpr double f_thold = 0.25;
if (f > f_thold) {
- LOG_WRN("%s: ngram_mod occupancy %.2f exceeds threshold (%.2f) - resetting\n", __func__, f, f_thold);
+ SPC_WRN("ngram_mod occupancy %.2f exceeds threshold (%.2f) - resetting\n", f, f_thold);
mod.reset();
}
@@ -1054,7 +1977,7 @@ struct common_speculative_impl_ngram_mod : public common_speculative_impl {
sinfo.n_low++;
if (sinfo.n_low >= 5) {
if (verbose) {
- LOG_WRN("%s: low acceptance streak (%d) - resetting ngram_mod\n", __func__, sinfo.n_low);
+ SPC_TRC("low acceptance streak (%d) - resetting ngram_mod\n", sinfo.n_low);
}
mod.reset();
@@ -1066,10 +1989,6 @@ struct common_speculative_impl_ngram_mod : public common_speculative_impl {
}
}
}
-
- bool need_embd() const override {
- return false;
- }
};
struct common_speculative_impl_ngram_cache : public common_speculative_impl {
@@ -1104,8 +2023,8 @@ struct common_speculative_impl_ngram_cache : public common_speculative_impl {
, save_dynamic(save_dynamic)
, save_static(save_static)
{
- LOG_INF("%s: adding speculative implementation 'ngram-cache'\n", __func__);
- LOG_INF("%s: - n_draft=%d, cache_static=%s, cache_dynamic=%s\n", __func__,
+ SPC_TRC("%s", "adding speculative implementation 'ngram-cache'\n");
+ SPC_TRC("- n_draft=%d, cache_static=%s, cache_dynamic=%s\n",
n_draft,
path_static.empty() ? "none" : path_static.c_str(),
path_dynamic.empty() ? "none" : path_dynamic.c_str());
@@ -1120,7 +2039,7 @@ struct common_speculative_impl_ngram_cache : public common_speculative_impl {
sinfo.ngram_cache_static = ngram_cache_static;
}
} catch (...) {
- LOG_ERR("failed to open static lookup cache: %s", path_static.c_str());
+ SPC_ERR("failed to open static lookup cache: %s", path_static.c_str());
GGML_ABORT("Couldn't read static lookup cache");
}
}
@@ -1133,7 +2052,7 @@ struct common_speculative_impl_ngram_cache : public common_speculative_impl {
sinfo.ngram_cache_dynamic = ngram_cache_dynamic;
}
} catch (...) {
- LOG_ERR("failed to open dynamic lookup cache: %s", path_dynamic.c_str());
+ SPC_ERR("failed to open dynamic lookup cache: %s", path_dynamic.c_str());
GGML_ABORT("Couldn't read dynamic lookup cache");
}
}
@@ -1209,10 +2128,6 @@ struct common_speculative_impl_ngram_cache : public common_speculative_impl {
void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
// noop
}
-
- bool need_embd() const override {
- return false;
- }
};
struct common_speculative {
@@ -1282,6 +2197,8 @@ std::string common_speculative_type_to_str(common_speculative_type type) {
case COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE: return "draft-simple";
case COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3: return "draft-eagle3";
case COMMON_SPECULATIVE_TYPE_DRAFT_MTP: return "draft-mtp";
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH: return "draft-dflash";
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK: return "draft-dspark";
case COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE: return "ngram-simple";
case COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K: return "ngram-map-k";
case COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V: return "ngram-map-k4v";
@@ -1318,6 +2235,43 @@ common_speculative_type common_speculative_type_from_name(const std::string & na
return it->second;
}
+std::vector<common_speculative_type> common_speculative_types_from_gguf(const std::string & path) {
+ struct gguf_init_params gguf_params = {
+ /* .no_alloc = */ true,
+ /* .ctx = */ nullptr,
+ };
+
+ gguf_context_ptr gguf_ctx(gguf_init_from_file(path.c_str(), gguf_params));
+ if (!gguf_ctx) {
+ return {};
+ }
+
+ const int64_t arch_id = gguf_find_key(gguf_ctx.get(), "general.architecture");
+ if (arch_id < 0 || gguf_get_kv_type(gguf_ctx.get(), arch_id) != GGUF_TYPE_STRING) {
+ return {};
+ }
+
+ const std::string arch = gguf_get_val_str(gguf_ctx.get(), arch_id);
+ if (arch != "dflash") {
+ const uint32_t block_count = gguf_get_val_u32(gguf_ctx.get(), gguf_find_key(gguf_ctx.get(), (arch + ".block_count").c_str()));
+
+ if (gguf_find_tensor(gguf_ctx.get(), ("blk." + std::to_string(block_count - 1) + ".nextn.eh_proj.weight").c_str()) >= 0) {
+ return { COMMON_SPECULATIVE_TYPE_DRAFT_MTP };
+ }
+
+ return {};
+ }
+
+ // the Markov head distinguishes draft-dspark from draft-dflash
+ const auto type = gguf_find_tensor(gguf_ctx.get(), "markov_w1.weight") >= 0
+ ? COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK
+ : COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH;
+
+ SPC_INF("auto-detected speculative type '%s' from the draft model metadata\n", common_speculative_type_to_str(type).c_str());
+
+ return { type };
+}
+
static uint32_t common_get_enabled_speculative_configs(const std::vector<common_speculative_type> & configs) {
uint32_t result = 0;
for (size_t i = 0; i < configs.size(); i++) {
@@ -1334,6 +2288,8 @@ int32_t common_speculative_n_max(const common_params_speculative * spec) {
case COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE:
case COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3:
case COMMON_SPECULATIVE_TYPE_DRAFT_MTP:
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH:
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK:
n_max = std::max(n_max, std::max(0, spec->draft.n_max));
break;
case COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE:
@@ -1360,6 +2316,146 @@ int32_t common_speculative_n_max(const common_params_speculative * spec) {
return n_max;
}
+common_params common_base_params_to_speculative(const common_params & params) {
+ const bool has_draft = params.speculative.has_dft();
+
+ const auto & params_spec = params.speculative.draft;
+ common_params result = params;
+
+ result.embedding = false;
+ result.pooling_type = LLAMA_POOLING_TYPE_UNSPECIFIED;
+
+ if (has_draft) {
+ result.devices = params_spec.devices;
+ result.model = params_spec.mparams;
+ result.n_gpu_layers = params_spec.n_gpu_layers;
+ result.tensor_buft_overrides = params_spec.tensor_buft_overrides;
+
+ if (params_spec.cpuparams.n_threads > 0) {
+ result.cpuparams.n_threads = params_spec.cpuparams.n_threads;
+ result.cpuparams_batch.n_threads = params_spec.cpuparams_batch.n_threads;
+ }
+ }
+
+ result.cache_type_k = params_spec.cache_type_k;
+ result.cache_type_v = params_spec.cache_type_v;
+ result.n_outputs_max = params.n_parallel;
+ result.n_outputs_max_per_seq = 1;
+
+ // dflash/dspark decode the whole noise block in a single pass and sample every block position on the backend
+ // TODO: refactor such properties to be announced by the speculative types
+ // something like `struct common_speculative_type_props common_speculative_type_get_props(...);`
+ const bool has_block_draft = std::any_of(
+ params.speculative.types.begin(), params.speculative.types.end(),
+ [](common_speculative_type t) {
+ return t == COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH || t == COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK;
+ });
+ if (has_block_draft) {
+ // per-seq output positions: DFlash decodes anchor + n_max masks (n_max + 1); DSpark n_max -> +1 covers both
+ const int32_t per_seq = std::max(1, params_spec.n_max + 1);
+ result.n_outputs_max = params.n_parallel * per_seq;
+ if (params_spec.backend_sampling) {
+ result.n_outputs_max_per_seq = per_seq;
+ }
+ }
+
+ return result;
+}
+
+struct common_speculative_init_result::impl {
+ impl() = default;
+ ~impl() = default;
+
+ // note: the order in which model, context, etc. are declared matters because their destructors will be called bottom-to-top
+ llama_model_ptr model;
+ llama_context_ptr context;
+};
+
+common_speculative_init_result::common_speculative_init_result(
+ common_params & params,
+ llama_model * model_tgt,
+ llama_context * ctx_tgt) :
+ pimpl(new impl{}) {
+ const bool has_draft = params.speculative.has_dft();
+ const bool spec_mtp = std::find(params.speculative.types.begin(),
+ params.speculative.types.end(),
+ COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
+
+ auto mparams = common_model_params_to_llama(params);
+ auto cparams = common_context_params_to_llama(params);
+
+ if (spec_mtp) {
+ cparams.ctx_type = LLAMA_CONTEXT_TYPE_MTP;
+ }
+
+ // the draft context holds as many tokens per sequence as the target context
+ cparams.n_ctx = llama_n_ctx(ctx_tgt);
+
+ // note: for small models maybe we can set this to the maximum possible draft from all speculative types
+ // the extra memory for small models is likely negligible?
+ cparams.n_rs_seq = 0;
+ cparams.ctx_other = ctx_tgt;
+
+ std::string model_path;
+ if (has_draft) {
+ model_path = params.speculative.draft.mparams.path;
+ LOG_INF("%s: loading draft model '%s'\n", __func__, model_path.c_str());
+
+ llama_model * model_dft = llama_model_load_from_file(params.model.path.c_str(), mparams);
+ if (model_dft == NULL) {
+ LOG_ERR("%s: failed to load draft model, '%s'\n", __func__, model_path.c_str());
+ return;
+ }
+
+ pimpl->model.reset(model_dft);
+
+ llama_context * ctx_dft = llama_init_from_model(model_dft, cparams);
+ if (ctx_dft == nullptr) {
+ LOG_ERR("%s: failed to create MTP context\n", __func__);
+ return;
+ }
+
+ pimpl->context.reset(ctx_dft);
+ } else if (spec_mtp) {
+ model_path = params.model.path;
+
+ LOG_INF("%s: creating MTP draft context against the target model '%s'\n", __func__, model_path.c_str());
+
+ llama_context * ctx_dft = llama_init_from_model(model_tgt, cparams);
+ if (ctx_dft == nullptr) {
+ LOG_ERR("%s: failed to create MTP context\n", __func__);
+ return;
+ }
+
+ pimpl->context.reset(ctx_dft);
+ }
+}
+
+common_speculative_init_result::~common_speculative_init_result() = default;
+
+llama_model * common_speculative_init_result::model() {
+ return pimpl->model.get();
+}
+
+llama_context * common_speculative_init_result::context() {
+ return pimpl->context.get();
+}
+
+common_speculative_init_result_ptr common_speculative_init_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt) {
+ return std::make_unique<common_speculative_init_result>(params, model_tgt, ctx_tgt);
+}
+
+common_speculative_output_limits common_speculative_get_output_limits(
+ int32_t n_batch, int32_t n_parallel, int32_t n_draft) {
+ const int64_t per_seq = 1 + (int64_t) std::max(0, n_draft);
+ const int64_t total = (int64_t) n_parallel * per_seq;
+
+ return {
+ /* .total = */ (int32_t) std::min<int64_t>(n_batch, total),
+ /* .per_seq = */ (int32_t) std::min<int64_t>(n_batch, per_seq),
+ };
+}
+
// initialization of the speculative decoding system
//
common_speculative * common_speculative_init(common_params_speculative & params, uint32_t n_seq) {
@@ -1368,47 +2464,28 @@ common_speculative * common_speculative_init(common_params_speculative & params,
{
uint32_t enabled_configs = common_get_enabled_speculative_configs(params.types);
- bool has_draft_simple = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE));
- bool has_draft_eagle3 = false; // TODO PR-18039: if params.speculative.eagle3
- bool has_mtp = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_MTP)) && params.draft.ctx_dft != nullptr;
-
- bool has_ngram_cache = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_CACHE));
- bool has_ngram_simple = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE));
- bool has_ngram_map_k = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K));
- bool has_ngram_map_k4v = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V));
- bool has_ngram_mod = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MOD));
+ auto add_config_if_enabled = [&](common_speculative_type type, bool available = true) {
+ if (available && (enabled_configs & (1u << type))) {
+ configs.emplace_back(type, params);
+ }
+ };
// when adding a new type - update here the logic above
- static_assert(COMMON_SPECULATIVE_TYPE_COUNT == 9);
+ static_assert(COMMON_SPECULATIVE_TYPE_COUNT == 11);
// this list here defines the priority of the speculators
// the one with highest priority are listed first
- if (has_ngram_simple) {
- // This implementation can guess a lot of tokens without any draft model.
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE, params));
- }
- if (has_ngram_map_k) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K, params));
- }
- if (has_ngram_map_k4v) {
- // This implementation can guess tokens with high acceptance rate but is more expensive.
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V, params));
- }
- if (has_ngram_mod) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MOD, params));
- }
- if (has_ngram_cache) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_CACHE, params));
- }
- if (has_draft_simple) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE, params));
- }
- if (has_draft_eagle3) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, params));
- }
- if (has_mtp) {
- configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_MTP, params));
- }
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MOD);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_CACHE);
+
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, params.draft.ctx_dft != nullptr);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_MTP, params.draft.ctx_dft != nullptr);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH, params.draft.ctx_dft != nullptr);
+ add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK, params.draft.ctx_dft != nullptr);
}
std::vector<std::unique_ptr<common_speculative_impl>> impls = {};
@@ -1429,6 +2506,15 @@ common_speculative * common_speculative_init(common_params_speculative & params,
impls.push_back(std::make_unique<common_speculative_impl_draft_mtp>(config.params, n_seq));
break;
}
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH: {
+ impls.push_back(std::make_unique<common_speculative_impl_draft_dflash>(config.params, n_seq));
+ break;
+ }
+ case COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK: {
+ impls.push_back(std::make_unique<common_speculative_impl_draft_dflash>(
+ config.params, n_seq, COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK));
+ break;
+ }
case COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE: {
common_ngram_map ngram_map = get_common_ngram_map(config.type, config.params.ngram_simple);
@@ -1478,7 +2564,7 @@ common_speculative * common_speculative_init(common_params_speculative & params,
}
if (impls.empty()) {
- LOG_WRN("%s: no implementations specified for speculative decoding\n", __func__);
+ SPC_TRC("%s", "no implementations specified for speculative decoding\n");
return nullptr;
}
@@ -1534,34 +2620,6 @@ bool common_speculative_process(common_speculative * spec, const llama_batch & b
return result;
}
-bool common_speculative_need_embd(common_speculative * spec) {
- if (spec == nullptr) {
- return false;
- }
-
- for (auto & impl : spec->impls) {
- if (impl->need_embd()) {
- return true;
- }
- }
-
- return false;
-}
-
-bool common_speculative_need_embd_nextn(common_speculative * spec) {
- if (spec == nullptr) {
- return false;
- }
-
- for (auto & impl : spec->impls) {
- if (impl->need_embd_nextn()) {
- return true;
- }
- }
-
- return false;
-}
-
void common_speculative_draft(common_speculative * spec) {
if (spec == nullptr) {
return;
@@ -1597,6 +2655,10 @@ void common_speculative_draft(common_speculative * spec) {
for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) dparams.size(); ++seq_id) {
auto & dp = dparams[seq_id];
+ if (!dp.drafting) {
+ continue;
+ }
+
auto & result = *dp.result;
// a new draft has been sampled
@@ -1605,13 +2667,13 @@ void common_speculative_draft(common_speculative * spec) {
if (dp.n_max > 0) {
if (!result.empty() && (int) result.size() > dp.n_max) {
- LOG_DBG("%s: truncating draft to %d tokens\n", __func__, dp.n_max);
+ SPC_DBG("truncating draft to %d tokens\n", dp.n_max);
result.resize(dp.n_max);
}
}
if (!result.empty()) {
- LOG_DBG("%s: called impl %s, hist size = %zu, call_count = %zu, gen = %zu\n", __func__,
+ SPC_DBG("called impl %s, hist size = %zu, call_count = %zu, gen = %zu\n",
common_speculative_type_to_str(impl.get()->type).c_str(), dp.prompt->size(),
impl.get()->n_call_draft, result.size());
@@ -1646,10 +2708,22 @@ void common_speculative_draft(common_speculative * spec) {
void common_speculative_accept(common_speculative * spec, llama_seq_id seq_id, uint16_t n_accepted) {
common_speculative_impl * impl = spec->impl_last[seq_id];
- GGML_ASSERT(impl);
+ if (impl == nullptr) {
+ GGML_ASSERT(n_accepted == 0);
+ return;
+ }
{
common_time_meas tm(impl->t_accept_us, !impl->gen_perf);
+
+ if (impl->n_acc_tokens_per_pos.size() < n_accepted) {
+ impl->n_acc_tokens_per_pos.resize(n_accepted, 0);
+ }
+
+ for (size_t i = 0; i < n_accepted; ++i) {
+ impl->n_acc_tokens_per_pos[i]++;
+ }
+
if (n_accepted > 0) {
impl->n_acc_drafts++;
impl->n_acc_tokens += n_accepted;
@@ -1667,6 +2741,31 @@ void common_speculative_accept(common_speculative * spec, llama_seq_id seq_id, u
}
}
+// TODO: support the case of more than one speculative implementations having a state
+bool common_speculative_get_state(common_speculative * spec, llama_seq_id seq_id, std::vector<uint8_t> & data) {
+ if (spec == nullptr) {
+ return false;
+ }
+
+ for (auto & impl : spec->impls) {
+ if (impl->get_state(seq_id, data)) {
+ return true;
+ }
+ }
+
+ return false;
+}
+
+void common_speculative_set_state(common_speculative * spec, llama_seq_id seq_id, const std::vector<uint8_t> & data) {
+ if (spec == nullptr) {
+ return;
+ }
+
+ for (auto & impl : spec->impls) {
+ impl->set_state(seq_id, data);
+ }
+}
+
void common_speculative_print_stats(const common_speculative * spec) {
if (spec == nullptr) {
return;
@@ -1684,13 +2783,31 @@ void common_speculative_print_stats(const common_speculative * spec) {
str_perf = "";
}
- LOG_INF("statistics %16s: #calls(b,g,a) = %4zu %6zu %6zu, #gen drafts = %6zu, #acc drafts = %5zu, #gen tokens = %6zu, #acc tokens = %5zu%s\n",
+ std::string str_stats;
+ if (impl->n_call_accept > 0) {
+ const double mean =
+ 1.0 + (double) impl->n_acc_tokens / (double) impl->n_call_accept;
+ std::ostringstream tmp;
+ tmp << std::fixed << std::setprecision(3);
+ for (size_t i = 0; i < impl->n_acc_tokens_per_pos.size(); ++i) {
+ if (i > 0) {
+ tmp << ", ";
+ }
+ tmp << (double) impl->n_acc_tokens_per_pos[i] / (double) impl->n_call_accept;
+ }
+ std::ostringstream oss;
+ oss << std::fixed << std::setprecision(2) << mean;
+ str_stats = ", #mean acc len = " + oss.str() + ", #acc rate/pos = (" + tmp.str() + ")";
+ }
+
+ SPC_TRC("statistics %16s: #calls(b,g,a) = %4zu %6zu %6zu, #gen drafts = %6zu, #acc drafts = %5zu, #gen tokens = %6zu, #acc tokens = %5zu%s%s\n",
common_speculative_type_to_str(impl->type).c_str(),
impl->n_call_begin, impl->n_call_draft, impl->n_call_accept,
impl->n_gen_drafts,
impl->n_acc_drafts,
impl->n_gen_tokens,
impl->n_acc_tokens,
+ str_stats.c_str(),
str_perf.c_str());
}
}
diff --git a/common/speculative.h b/common/speculative.h
index bf76ad709e..12ae31b7de 100644
--- a/common/speculative.h
+++ b/common/speculative.h
@@ -14,6 +14,9 @@ const char * common_speculative_all_types_str();
// parse user provided types
std::vector<enum common_speculative_type> common_speculative_types_from_names(const std::vector<std::string> & names);
+// infer the spec types from the GGUF metadata of a draft model; empty if unknown
+std::vector<enum common_speculative_type> common_speculative_types_from_gguf(const std::string & path);
+
// convert string to type
enum common_speculative_type common_speculative_type_from_name(const std::string & name);
@@ -23,6 +26,17 @@ std::string common_speculative_type_to_str(enum common_speculative_type type);
// return the max number of draft tokens based on the speculative parameters
int32_t common_speculative_n_max(const common_params_speculative * spec);
+common_params common_base_params_to_speculative(const common_params & params);
+
+struct common_speculative_output_limits {
+ int32_t total;
+ int32_t per_seq;
+};
+
+// return the output limits needed for speculative decoding
+common_speculative_output_limits common_speculative_get_output_limits(
+ int32_t n_batch, int32_t n_parallel, int32_t n_draft);
+
common_speculative * common_speculative_init(common_params_speculative & params, uint32_t n_seq);
void common_speculative_free(common_speculative * spec);
@@ -56,18 +70,16 @@ void common_speculative_begin(common_speculative * spec, llama_seq_id seq_id, co
// process the batch and update the internal state of the speculative context
bool common_speculative_process(common_speculative * spec, const llama_batch & batch);
-// true if any implementation requires target post-norm embeddings to be extracted
-bool common_speculative_need_embd(common_speculative * spec);
-
-// true if any implementation requires target nextn embeddings to be extracted
-bool common_speculative_need_embd_nextn(common_speculative * spec);
-
// generate drafts for the sequences specified with `common_speculative_get_draft_params`
void common_speculative_draft(common_speculative * spec);
// informs the speculative context that n_accepted tokens were accepted by the target model
void common_speculative_accept(common_speculative * spec, llama_seq_id, uint16_t n_accepted);
+// (optional) get/set internal state
+bool common_speculative_get_state(common_speculative * spec, llama_seq_id seq_id, std::vector<uint8_t> & data);
+void common_speculative_set_state(common_speculative * spec, llama_seq_id seq_id, const std::vector<uint8_t> & data);
+
// print statistics about the speculative decoding
void common_speculative_print_stats(const common_speculative * spec);
@@ -76,3 +88,19 @@ struct common_speculative_deleter {
};
typedef std::unique_ptr<common_speculative, common_speculative_deleter> common_speculative_ptr;
+
+struct common_speculative_init_result {
+ common_speculative_init_result(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
+ ~common_speculative_init_result();
+
+ llama_model * model();
+ llama_context * context();
+
+private:
+ struct impl;
+ std::unique_ptr<impl> pimpl;
+};
+
+using common_speculative_init_result_ptr = std::unique_ptr<common_speculative_init_result>;
+
+common_speculative_init_result_ptr common_speculative_init_from_params(common_params & params, llama_model * model_tgt, llama_context * ctx_tgt);
diff --git a/common/subproc.cpp b/common/subproc.cpp
new file mode 100644
index 0000000000..6d37f59002
--- /dev/null
+++ b/common/subproc.cpp
@@ -0,0 +1,143 @@
+#include "subproc.h"
+
+bool common_subproc::is_supported() {
+#ifdef LLAMA_SUBPROCESS
+ return true;
+#else
+ return false;
+#endif
+}
+
+#ifdef LLAMA_SUBPROCESS
+
+static std::vector<char *> to_cstr_vec(const std::vector<std::string> & v) {
+ std::vector<char *> r;
+ r.reserve(v.size() + 1);
+ for (const auto & s : v) {
+ r.push_back(const_cast<char *>(s.c_str()));
+ }
+ r.push_back(nullptr);
+ return r;
+}
+
+common_subproc::~common_subproc() {
+ if (is_created) {
+ subprocess_destroy(&proc);
+ is_created = false;
+ }
+}
+
+bool common_subproc::create(
+ const std::vector<std::string> & args,
+ int options,
+ const std::vector<std::string> & env,
+ const char * cwd) {
+ auto argv = to_cstr_vec(args);
+
+ int result;
+ if (env.empty() && cwd == nullptr) {
+ result = subprocess_create(argv.data(), options, &proc);
+ } else {
+ auto envp = to_cstr_vec(env);
+ result = subprocess_create_ex(argv.data(), options, env.empty() ? nullptr : envp.data(), cwd, &proc);
+ }
+
+ is_created = result == 0;
+ return is_created;
+}
+
+bool common_subproc::has_handle() const {
+ if (!is_created) {
+ return false;
+ }
+#if defined(_WIN32)
+ return proc.hProcess != nullptr;
+#else
+ return proc.child > 0;
+#endif
+}
+
+bool common_subproc::alive() {
+ return is_created && subprocess_alive(&proc);
+}
+
+FILE * common_subproc::stdin_file() {
+ return is_created ? subprocess_stdin(&proc) : nullptr;
+}
+
+FILE * common_subproc::stdout_file() {
+ return is_created ? subprocess_stdout(&proc) : nullptr;
+}
+
+FILE * common_subproc::stderr_file() {
+ return is_created ? subprocess_stderr(&proc) : nullptr;
+}
+
+void common_subproc::close_stdin() {
+ if (is_created && proc.stdin_file) {
+ fclose(proc.stdin_file);
+ proc.stdin_file = nullptr;
+ }
+}
+
+void common_subproc::terminate() {
+ if (has_handle()) {
+ subprocess_terminate(&proc);
+ }
+}
+
+int common_subproc::join() {
+ int exit_code = -1;
+ if (is_created) {
+ subprocess_join(&proc, &exit_code);
+ subprocess_destroy(&proc);
+ is_created = false;
+ }
+ return exit_code;
+}
+
+#else // !LLAMA_SUBPROCESS
+
+common_subproc::~common_subproc() = default;
+
+bool common_subproc::create(
+ const std::vector<std::string> &,
+ int,
+ const std::vector<std::string> &,
+ const char *) {
+ (void)(proc);
+ (void)(is_created);
+ return false;
+}
+
+bool common_subproc::has_handle() const {
+ return false;
+}
+
+bool common_subproc::alive() {
+ return false;
+}
+
+FILE * common_subproc::stdin_file() {
+ return nullptr;
+}
+
+FILE * common_subproc::stdout_file() {
+ return nullptr;
+}
+
+FILE * common_subproc::stderr_file() {
+ return nullptr;
+}
+
+void common_subproc::close_stdin() {
+}
+
+void common_subproc::terminate() {
+}
+
+int common_subproc::join() {
+ return -1;
+}
+
+#endif // LLAMA_SUBPROCESS
diff --git a/common/subproc.h b/common/subproc.h
new file mode 100644
index 0000000000..89b69ee262
--- /dev/null
+++ b/common/subproc.h
@@ -0,0 +1,59 @@
+#pragma once
+
+#include <atomic>
+#include <cstdio>
+#include <string>
+#include <vector>
+
+#ifdef LLAMA_SUBPROCESS
+#include <sheredom/subprocess.h>
+#else
+// dummy values to allow compilation when subprocess is disabled
+struct subprocess_s {};
+static constexpr int subprocess_option_no_window = 0;
+static constexpr int subprocess_option_combined_stdout_stderr = 0;
+static constexpr int subprocess_option_inherit_environment = 0;
+static constexpr int subprocess_option_search_user_path = 0;
+#endif
+
+// RAII-style wrapper around https://github.com/sheredom/subprocess.h,
+// exposing method calls instead of free functions operating on subprocess_s.
+struct common_subproc {
+ common_subproc() = default;
+ ~common_subproc();
+
+ common_subproc(const common_subproc &) = delete;
+ common_subproc & operator=(const common_subproc &) = delete;
+
+ // spawn a child process; if env is non-empty it replaces the child's environment
+ // (do not combine with subprocess_option_inherit_environment)
+ bool create(
+ const std::vector<std::string> & args,
+ int options,
+ const std::vector<std::string> & env = {},
+ const char * cwd = nullptr);
+
+ bool alive();
+
+ // true if LLAMA_SUBPROCESS was enabled at build time; when false, create() always fails
+ static bool is_supported();
+
+ FILE * stdin_file();
+ FILE * stdout_file();
+ FILE * stderr_file();
+
+ // close stdin and detach it from the process, so a later join()/destroy() won't double-close it;
+ // use this after writing all input to signal EOF to the child while it's still running
+ void close_stdin();
+
+ void terminate();
+
+ // wait for the process to exit, release the underlying handle and return its exit code
+ int join();
+
+private:
+ subprocess_s proc {};
+ std::atomic<bool> is_created{false};
+
+ bool has_handle() const;
+};
diff --git a/common/trie.cpp b/common/trie.cpp
new file mode 100644
index 0000000000..b5c9666ba2
--- /dev/null
+++ b/common/trie.cpp
@@ -0,0 +1,123 @@
+#include "trie.h"
+
+#include "unicode.h"
+
+#include <deque>
+
+common_trie::match_result common_trie::check_at(std::string_view sv, size_t start_pos) const {
+ size_t current = 0; // Start at root
+ size_t pos = start_pos;
+
+ // LOG_DBG("%s: checking at pos %zu, sv='%s'\n", __func__, start_pos, std::string(sv).c_str());
+
+ while (pos < sv.size()) {
+ auto result = common_parse_utf8_codepoint(sv, pos);
+ if (result.status != utf8_parse_result::SUCCESS) {
+ break;
+ }
+
+ auto it = nodes[current].children.find(result.codepoint);
+ if (it == nodes[current].children.end()) {
+ // Can't continue matching
+ return match_result{match_result::NO_MATCH};
+ }
+
+ current = it->second;
+ pos += result.bytes_consumed;
+
+ // Check if we've matched a complete word
+ if (nodes[current].pattern >= 0) {
+ return match_result{match_result::COMPLETE_MATCH};
+ }
+ }
+
+ // Reached end of input while still in the trie (not at root)
+ if (current != 0) {
+ // We're in the middle of a potential match
+ return match_result{match_result::PARTIAL_MATCH};
+ }
+
+ // Reached end at root (no match)
+ return match_result{match_result::NO_MATCH};
+}
+
+int32_t common_trie::insert(const std::string & word) {
+ std::vector<uint32_t> symbols;
+ size_t pos = 0;
+ while (pos < word.length()) {
+ auto result = common_parse_utf8_codepoint(word, pos);
+ if (result.status != utf8_parse_result::SUCCESS) {
+ break;
+ }
+
+ symbols.push_back(result.codepoint);
+ pos += result.bytes_consumed;
+ }
+ return insert(symbols);
+}
+
+int32_t common_trie::insert(const std::vector<uint32_t> & symbols) {
+ size_t current = 0;
+ for (uint32_t ch : symbols) {
+ auto it = nodes[current].children.find(ch);
+ if (it == nodes[current].children.end()) {
+ size_t child = create_node();
+ nodes[current].children[ch] = child;
+ current = child;
+ } else {
+ current = it->second;
+ }
+ }
+ if (nodes[current].pattern < 0) {
+ nodes[current].pattern = n_patterns++;
+ }
+ return nodes[current].pattern;
+}
+
+common_aho_corasick::common_aho_corasick(common_trie trie) : t(std::move(trie)) {
+ const auto & nodes = t.nodes;
+ const size_t n = nodes.size();
+
+ fail.assign(n, 0);
+ order.reserve(n);
+
+ std::deque<size_t> queue{ 0 };
+ while (!queue.empty()) {
+ size_t u = queue.front();
+ queue.pop_front();
+ order.push_back(u);
+ for (const auto & [ch, v] : nodes[u].children) {
+ if (u != 0) {
+ size_t f = fail[u];
+ while (f && nodes[f].children.find(ch) == nodes[f].children.end()) {
+ f = fail[f];
+ }
+ auto it = nodes[f].children.find(ch);
+ fail[v] = (it != nodes[f].children.end() && it->second != v) ? it->second : 0;
+ }
+ queue.push_back(v);
+ }
+ }
+
+ // fail[u] points to a strictly shorter suffix, so the first pattern found on
+ // the fail chain (including u itself) is the longest pattern ending at u
+ match.assign(n, -1);
+ for (size_t u : order) {
+ match[u] = nodes[u].pattern >= 0 ? nodes[u].pattern : (u != 0 ? match[fail[u]] : -1);
+ }
+
+ for (const auto & node : nodes) {
+ for (const auto & [ch, v] : node.children) {
+ alphabet.insert(ch);
+ }
+ }
+}
+
+size_t common_aho_corasick::next(size_t state, uint32_t ch) const {
+ const auto & nodes = t.nodes;
+ while (state && nodes[state].children.find(ch) == nodes[state].children.end()) {
+ state = fail[state];
+ }
+ auto it = nodes[state].children.find(ch);
+ return it != nodes[state].children.end() ? it->second : 0;
+}
diff --git a/common/trie.h b/common/trie.h
new file mode 100644
index 0000000000..0f7b16a36a
--- /dev/null
+++ b/common/trie.h
@@ -0,0 +1,73 @@
+#pragma once
+
+#include <cstdint>
+#include <map>
+#include <set>
+#include <string>
+#include <string_view>
+#include <vector>
+
+// Trie for matching multiple literals.
+// This is used in common_peg_until_parser and to build a GBNF exclusion grammar
+struct common_trie {
+ struct node {
+ std::map<uint32_t, size_t> children; // Use uint32_t to store Unicode codepoints
+ int32_t pattern = -1; // index of the pattern ending at this node, -1 if none
+ };
+
+ std::vector<node> nodes;
+
+ common_trie() {
+ create_node(); // root node
+ }
+
+ common_trie(const std::vector<std::string> & words) : common_trie() {
+ for (const auto & w : words) {
+ insert(w);
+ }
+ }
+
+ enum match_result { NO_MATCH, PARTIAL_MATCH, COMPLETE_MATCH };
+
+ // Check if a delimiter starts at the given position
+ match_result check_at(std::string_view sv, size_t start_pos) const;
+
+ // Insert a word as a sequence of Unicode codepoints, returns its pattern index
+ int32_t insert(const std::string & word);
+
+ // Insert a raw symbol sequence, returns its pattern index (insertion order,
+ // duplicates keep the first index)
+ int32_t insert(const std::vector<uint32_t> & symbols);
+
+ private:
+ int32_t n_patterns = 0;
+
+ size_t create_node() {
+ size_t index = nodes.size();
+ nodes.emplace_back();
+ return index;
+ }
+};
+
+// Aho-Corasick automaton
+struct common_aho_corasick {
+ common_trie t;
+ std::vector<size_t> fail; // failure links
+ std::vector<size_t> order; // states in BFS order
+ std::vector<int32_t> match; // longest pattern ending at each state (directly or via a suffix link), -1 if none
+ std::set<uint32_t> alphabet; // every character with a transition
+
+ common_aho_corasick(common_trie trie);
+
+ common_aho_corasick(const std::vector<std::string> & strings)
+ : common_aho_corasick(common_trie(strings)) {}
+
+ size_t num_states() const { return t.nodes.size(); }
+ bool is_terminal(size_t s) const { return match[s] >= 0; }
+
+ // index of the longest pattern ending at this state, -1 if none
+ int32_t match_pattern(size_t s) const { return match[s]; }
+
+ // follow failure links until a transition on `ch` exists.
+ size_t next(size_t state, uint32_t ch) const;
+};
diff --git a/conversion/__init__.py b/conversion/__init__.py
index 18162976f4..8de97e9596 100644
--- a/conversion/__init__.py
+++ b/conversion/__init__.py
@@ -18,6 +18,7 @@ __all__ = [
TEXT_MODEL_MAP: dict[str, str] = {
"AfmoeForCausalLM": "afmoe",
+ "LagunaForCausalLM": "laguna",
"ApertusForCausalLM": "llama",
"ArceeForCausalLM": "llama",
"ArcticForCausalLM": "arctic",
@@ -26,11 +27,13 @@ TEXT_MODEL_MAP: dict[str, str] = {
"BaichuanForCausalLM": "baichuan",
"BailingMoeForCausalLM": "bailingmoe",
"BailingMoeV2ForCausalLM": "bailingmoe",
+ "BailingMoeV3ForCausalLM": "bailingmoe3",
"BambaForCausalLM": "granite",
"BertForMaskedLM": "bert",
"BertForSequenceClassification": "bert",
"BertModel": "bert",
"BitnetForCausalLM": "bitnet",
+ "BitNetForCausalLM": "bitnet",
"BloomForCausalLM": "bloom",
"BloomModel": "bloom",
"CamembertModel": "bert",
@@ -40,18 +43,31 @@ TEXT_MODEL_MAP: dict[str, str] = {
"ChatGLMModel": "chatglm",
"CodeShellForCausalLM": "codeshell",
"CogVLMForCausalLM": "cogvlm",
+ "Cohere2MoeForCausalLM": "command_r",
"Cohere2ForCausalLM": "command_r",
"CohereForCausalLM": "command_r",
"DbrxForCausalLM": "dbrx",
"DeciLMForCausalLM": "deci",
"DeepseekForCausalLM": "deepseek",
+ "DeepseekOCRForCausalLM": "deepseek",
"DeepseekV2ForCausalLM": "deepseek",
"DeepseekV3ForCausalLM": "deepseek",
"DeepseekV32ForCausalLM": "deepseek",
+ "DFlashDraftModel": "qwen",
+ "Qwen3DSparkModel": "qwen",
+ "DSparkDraftModel": "qwen",
+ "DSparkSpeculator": "qwen",
+ "Lfm2DSparkDraftModel": "qwen",
+ "LingDSparkModel": "qwen",
+ "DeepseekV4ForCausalLM": "deepseek",
+ "DeepseekV4DSparkModel": "deepseek",
"DistilBertForMaskedLM": "bert",
"DistilBertForSequenceClassification": "bert",
"DistilBertModel": "bert",
"Dots1ForCausalLM": "dots1",
+ "Dots3NoteForCausalLM": "dots3",
+ "Dots3NoteForConditionalGeneration": "dots3",
+ "Dots3NoteTextForCausalLM": "dots3",
"DotsOCRForCausalLM": "qwen",
"DreamModel": "dream",
"Ernie4_5ForCausalLM": "ernie",
@@ -62,6 +78,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
"Exaone4ForCausalLM": "exaone",
"ExaoneForCausalLM": "exaone",
"ExaoneMoEForCausalLM": "exaone",
+ "ExaoneMoeForCausalLM": "exaone",
"FalconForCausalLM": "falcon",
"FalconH1ForCausalLM": "falcon_h1",
"FalconMambaForCausalLM": "mamba",
@@ -94,13 +111,18 @@ TEXT_MODEL_MAP: dict[str, str] = {
"GraniteMoeForCausalLM": "granite",
"GraniteMoeHybridForCausalLM": "granite",
"GraniteMoeSharedForCausalLM": "granite",
+ "GraniteSwitchForCausalLM": "granite",
"GraniteSpeechForConditionalGeneration": "granite",
+ "GraniteSpeechPlusForConditionalGeneration": "granite",
+ "GraniteSWAForCausalLM": "granite",
+ "GraniteMoeSWAForCausalLM": "granite",
"Grok1ForCausalLM": "grok",
"GrokForCausalLM": "grok",
"GroveMoeForCausalLM": "grovemoe",
"HunYuanDenseV1ForCausalLM": "hunyuan",
"HunYuanMoEV1ForCausalLM": "hunyuan",
"HunYuanVLForConditionalGeneration": "hunyuan",
+ "HYV3ForCausalLM": "hunyuan",
"IQuestCoderForCausalLM": "llama",
"InternLM2ForCausalLM": "internlm",
"InternLM3ForCausalLM": "internlm",
@@ -113,6 +135,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
"JinaEmbeddingsV5Model": "bert",
"KORMoForCausalLM": "qwen",
"KimiK25ForConditionalGeneration": "deepseek",
+ "KimiK3ForConditionalGeneration": "kimi_k3",
"KimiLinearForCausalLM": "kimi_linear",
"KimiLinearModel": "kimi_linear",
"KimiVLForConditionalGeneration": "deepseek",
@@ -122,6 +145,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
"LLaDAModelLM": "llada",
"LLaMAForCausalLM": "llama",
"Lfm25AudioTokenizer": "lfm2",
+ "Lfm2BidirectionalModel": "lfm2",
"Lfm2ForCausalLM": "lfm2",
"Lfm2Model": "lfm2",
"Lfm2MoeForCausalLM": "lfm2",
@@ -130,6 +154,10 @@ TEXT_MODEL_MAP: dict[str, str] = {
"LlamaBidirectionalModel": "llama",
"LlamaForCausalLM": "llama",
"LlamaModel": "llama",
+ "Eagle3DraftModel": "llama",
+ "Eagle3Speculator": "llama",
+ "Eagle3LlamaForCausalLM": "llama",
+ "LlamaForCausalLMEagle3": "llama",
"LlavaForConditionalGeneration": "llama",
"LlavaStableLMEpochForCausalLM": "stablelm",
"MPTForCausalLM": "mpt",
@@ -144,7 +172,11 @@ TEXT_MODEL_MAP: dict[str, str] = {
"MiniCPM3ForCausalLM": "minicpm",
"MiniCPMForCausalLM": "minicpm",
"MiniCPMV4_6ForConditionalGeneration": "minicpm",
+ "MiniMaxText01ForCausalLM": "minimax",
+ "MiniMaxM1ForCausalLM": "minimax",
"MiniMaxM2ForCausalLM": "minimax",
+ "MiniMaxM3SparseForCausalLM": "minimax",
+ "MiniMaxM3SparseForConditionalGeneration": "minimax",
"Ministral3ForCausalLM": "mistral3",
"Mistral3ForConditionalGeneration": "mistral3",
"MistralForCausalLM": "llama",
@@ -152,6 +184,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
"ModernBertForMaskedLM": "bert",
"ModernBertForSequenceClassification": "bert",
"ModernBertModel": "bert",
+ "NanbeigeForCausalLM": "nanbeige",
"NemotronForCausalLM": "nemotron",
"NemotronHForCausalLM": "nemotron",
"NeoBERT": "bert",
@@ -163,6 +196,8 @@ TEXT_MODEL_MAP: dict[str, str] = {
"Olmo3ForCausalLM": "olmo",
"OlmoForCausalLM": "olmo",
"OlmoeForCausalLM": "olmo",
+ "MuseGlimmerAssistantModel": "muse_glimmer",
+ "MuseGlimmerForConditionalGeneration": "muse_glimmer",
"OpenELMForCausalLM": "openelm",
"OrionForCausalLM": "orion",
"PLMForCausalLM": "plm",
@@ -192,6 +227,8 @@ TEXT_MODEL_MAP: dict[str, str] = {
"Qwen3MoeForCausalLM": "qwen",
"Qwen3NextForCausalLM": "qwen",
"Qwen3OmniMoeForConditionalGeneration": "qwen3vl",
+ "PocketTTSModel": "pockettts",
+ "Qwen3TTSForConditionalGeneration": "qwen3tts",
"Qwen3VLForConditionalGeneration": "qwen3vl",
"Qwen3VLMoeForConditionalGeneration": "qwen3vl",
"Qwen3_5ForCausalLM": "qwen",
@@ -227,6 +264,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
"UMT5ForConditionalGeneration": "t5",
"UMT5Model": "t5",
"UltravoxModel": "ultravox",
+ "UnlimitedOCRForCausalLM": "deepseek",
"VLlama3ForCausalLM": "llama",
"VoxtralForConditionalGeneration": "llama",
"WavTokenizerDec": "wavtokenizer",
@@ -245,6 +283,8 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
"CogVLMForCausalLM": "cogvlm",
"DeepseekOCR2ForCausalLM": "deepseek",
"DeepseekOCRForCausalLM": "deepseek",
+ "Dots3NoteForCausalLM": "dots3",
+ "Dots3NoteForConditionalGeneration": "dots3",
"DotsOCRForCausalLM": "dotsocr",
"Exaone4_5_ForConditionalGeneration": "exaone",
"Gemma3ForConditionalGeneration": "gemma",
@@ -253,10 +293,12 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
"Gemma4UnifiedForConditionalGeneration": "gemma",
"Glm4vForConditionalGeneration": "qwen3vl",
"Glm4vMoeForConditionalGeneration": "qwen3vl",
+ "Glm5vForConditionalGeneration": "kimivl",
"GlmOcrForConditionalGeneration": "qwen3vl",
"GlmasrModel": "ultravox",
"Granite4VisionForConditionalGeneration": "granite",
"GraniteSpeechForConditionalGeneration": "granite",
+ "GraniteSpeechPlusForConditionalGeneration": "granite",
"HunYuanVLForConditionalGeneration": "hunyuan",
"Idefics3ForConditionalGeneration": "smolvlm",
"InternVisionModel": "internvl",
@@ -270,9 +312,11 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
"LlavaForConditionalGeneration": "llava",
"MERaLiON2ForConditionalGeneration": "ultravox",
"MiMoV2ForCausalLM": "mimo",
+ "MiniMaxM3SparseForConditionalGeneration": "minimax",
"MiniCPMV4_6ForConditionalGeneration": "minicpm",
"Mistral3ForConditionalGeneration": "llava",
"NemotronH_Nano_VL_V2": "nemotron",
+ "MuseGlimmerForConditionalGeneration": "muse_glimmer",
"PaddleOCRVisionModel": "ernie",
"Phi4ForCausalLMV": "phi",
"Qwen2AudioForConditionalGeneration": "ultravox",
@@ -282,6 +326,8 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
"Qwen2_5_VLForConditionalGeneration": "qwenvl",
"Qwen3ASRForConditionalGeneration": "qwen3vl",
"Qwen3OmniMoeForConditionalGeneration": "qwen3vl",
+ "PocketTTSModel": "pockettts",
+ "Qwen3TTSForConditionalGeneration": "qwen3tts",
"Qwen3VLForConditionalGeneration": "qwen3vl",
"Qwen3VLMoeForConditionalGeneration": "qwen3vl",
"Qwen3_5ForConditionalGeneration": "qwen3vl",
@@ -292,6 +338,7 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
"StepVLForConditionalGeneration": "step3",
"Step3p7ForConditionalGeneration": "step3",
"UltravoxModel": "ultravox",
+ "UnlimitedOCRForCausalLM": "deepseek",
"VoxtralForConditionalGeneration": "ultravox",
"YoutuVLForConditionalGeneration": "youtuvl",
}
diff --git a/conversion/afmoe.py b/conversion/afmoe.py
index 5e66a51da6..844925dca7 100644
--- a/conversion/afmoe.py
+++ b/conversion/afmoe.py
@@ -13,6 +13,7 @@ from .llama import LlamaModel
@ModelBase.register("AfmoeForCausalLM")
+@ModelBase.example("arcee-ai/Trinity-Large-Thinking")
class AfmoeModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.AFMOE
diff --git a/conversion/arctic.py b/conversion/arctic.py
index 775cacaab9..843e24a7b9 100644
--- a/conversion/arctic.py
+++ b/conversion/arctic.py
@@ -16,6 +16,7 @@ from .llama import LlamaModel
@ModelBase.register("ArcticForCausalLM")
+@ModelBase.example("Snowflake/snowflake-arctic-instruct")
class ArcticModel(TextModel):
model_arch = gguf.MODEL_ARCH.ARCTIC
diff --git a/conversion/baichuan.py b/conversion/baichuan.py
index 4cf34057cd..769bdd5678 100644
--- a/conversion/baichuan.py
+++ b/conversion/baichuan.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("BaichuanForCausalLM", "BaiChuanForCausalLM")
+@ModelBase.example("baichuan-inc/Baichuan2-7B-Chat", "baichuan-inc/Baichuan-7B")
class BaichuanModel(TextModel):
model_arch = gguf.MODEL_ARCH.BAICHUAN
diff --git a/conversion/bailingmoe.py b/conversion/bailingmoe.py
index 319ff6dabe..351be1df17 100644
--- a/conversion/bailingmoe.py
+++ b/conversion/bailingmoe.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("BailingMoeForCausalLM")
+@ModelBase.example("inclusionAI/Ling-lite")
class BailingMoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.BAILINGMOE
@@ -108,6 +109,7 @@ class BailingMoeModel(TextModel):
@ModelBase.register("BailingMoeV2ForCausalLM")
+@ModelBase.example("inclusionAI/Ling-mini-2.0")
class BailingMoeV2Model(TextModel):
model_arch = gguf.MODEL_ARCH.BAILINGMOE2
@@ -126,7 +128,7 @@ class BailingMoeV2Model(TextModel):
if (rope_dim := hparams.get("head_dim")) is None:
rope_dim = hparams["hidden_size"] // hparams["num_attention_heads"]
- self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5)))
+ self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.rope_parameters.get("partial_rotary_factor", 0.5)))
self.gguf_writer.add_leading_dense_block_count(hparams["first_k_dense_replace"])
self.gguf_writer.add_vocab_size(hparams["vocab_size"])
self.gguf_writer.add_expert_feed_forward_length(hparams["moe_intermediate_size"])
@@ -189,6 +191,7 @@ class BailingMoeV2Model(TextModel):
@ModelBase.register("SarvamMoEForCausalLM", "modeling_sarvam_moe.SarvamMoEForCausalLM")
+@ModelBase.example("sarvamai/sarvam-30b")
class SarvamMoEModel(BailingMoeV2Model):
model_arch = gguf.MODEL_ARCH.BAILINGMOE2
# Sarvam-MoE shares the BailingMoeV2 architecture; only differences:
diff --git a/conversion/bailingmoe3.py b/conversion/bailingmoe3.py
new file mode 100644
index 0000000000..20bba23e51
--- /dev/null
+++ b/conversion/bailingmoe3.py
@@ -0,0 +1,193 @@
+from __future__ import annotations
+
+import re
+
+from typing import Callable, Iterable, TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import ModelBase, TextModel, gguf
+
+
+@ModelBase.register("BailingMoeV3ForCausalLM")
+@ModelBase.example("inclusionAI/Ling-3.0-tiny", "inclusionAI/Ling-3.0-flash")
+class BailingMoeV3Model(TextModel):
+ model_arch = gguf.MODEL_ARCH.BAILINGMOE3
+ supports_mtp_export = True
+
+ _experts: list[dict[str, Tensor]] | None = None
+ _main_layers: int | None = None
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ nextn_layers = self.hparams.get("num_nextn_predict_layers", 0) or 0
+ if self.no_mtp:
+ nextn_layers = 0
+ self.block_count = self.hparams["num_hidden_layers"] + nextn_layers
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ def set_vocab(self):
+ self._set_vocab_gpt2()
+
+ def is_full_attention(self, bid: int) -> bool:
+ n_layer = self.hparams["num_hidden_layers"]
+ layer_group_size = self.hparams["layer_group_size"]
+ return bid >= n_layer or (bid + 1) % layer_group_size == 0 or bid >= n_layer // layer_group_size * layer_group_size
+
+ def set_gguf_parameters(self):
+ if not self.hparams.get("no_kda_lora", False):
+ raise ValueError("BailingMoeV3 KDA LoRA projections are not supported")
+ if not self.hparams.get("kda_safe_gate", False):
+ raise ValueError("BailingMoeV3 non-safe KDA gates are not supported")
+ if self.hparams.get("gated_attention_proj_granularity_type") != "head_wise":
+ raise ValueError("BailingMoeV3 requires head-wise attention gates")
+
+ self.hparams["num_key_value_heads"] = 1
+ super().set_gguf_parameters()
+
+ n_head_kv = [1 if self.is_full_attention(il) else 0 for il in range(self.block_count)]
+ self.gguf_writer.add_head_count_kv(n_head_kv)
+
+ self.gguf_writer.add_vocab_size(self.hparams["vocab_size"])
+ self.gguf_writer.add_ssm_conv_kernel(self.hparams["short_conv_kernel_size"])
+ self.gguf_writer.add_kda_head_dim(self.hparams["head_dim"])
+ self.gguf_writer.add_kda_safe_gate(self.hparams["kda_safe_gate"])
+ self.gguf_writer.add_kda_gate_lower_bound(self.hparams["kda_lower_bound"])
+
+ kv_lora_rank = self.hparams["kv_lora_rank"]
+ qk_nope_head_dim = self.hparams["qk_nope_head_dim"]
+ qk_rope_head_dim = self.hparams["qk_rope_head_dim"]
+ if (q_lora_rank := self.hparams.get("q_lora_rank")) is not None:
+ self.gguf_writer.add_q_lora_rank(q_lora_rank)
+ self.gguf_writer.add_kv_lora_rank(kv_lora_rank)
+ self.gguf_writer.add_rope_dimension_count(qk_rope_head_dim)
+ self.gguf_writer.add_key_length(kv_lora_rank + qk_rope_head_dim)
+ self.gguf_writer.add_key_length_mla(qk_nope_head_dim + qk_rope_head_dim)
+ self.gguf_writer.add_value_length_mla(self.hparams["v_head_dim"])
+
+ self.gguf_writer.add_expert_feed_forward_length(self.hparams["moe_intermediate_size"])
+ self.gguf_writer.add_expert_shared_feed_forward_length(self.hparams["moe_shared_expert_intermediate_size"])
+ self.gguf_writer.add_expert_shared_count(self.hparams["num_shared_experts"])
+ self.gguf_writer.add_leading_dense_block_count(self.hparams["first_k_dense_replace"])
+ self.gguf_writer.add_expert_weights_scale(self.hparams["routed_scaling_factor"])
+ self.gguf_writer.add_expert_weights_norm(self.hparams["norm_topk_prob"])
+
+ def clamp_limits(key: str) -> list[float] | None:
+ values = self.hparams.get(key)
+ if values is None:
+ return None
+ values = [0.0 if value is None else float(value) for value in values[:self.block_count]]
+ return values + [0.0] * (self.block_count - len(values))
+
+ if (values := clamp_limits("expert_swiglu_limit_list")) is not None:
+ self.gguf_writer.add_swiglu_clamp_exp(values)
+ if (values := clamp_limits("share_expert_swiglu_limit_list")) is not None:
+ self.gguf_writer.add_swiglu_clamp_shexp(values)
+
+ if not self.no_mtp and (nextn_layers := self.hparams.get("num_nextn_predict_layers", 0)):
+ self.gguf_writer.add_nextn_predict_layers(nextn_layers)
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+ if name.endswith(".expert_bias"):
+ name += ".bias"
+
+ if cls._main_layers is None:
+ return super().filter_tensors((name, gen))
+
+ m = re.match(r"model\.layers\.(\d+)\.", name)
+ is_mtp = m is not None and int(m.group(1)) >= cls._main_layers
+
+ if is_mtp and cls.no_mtp:
+ return None
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.word_embeddings.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return super().filter_tensors((name, gen))
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if name.endswith((".q_conv1d.weight", ".k_conv1d.weight", ".v_conv1d.weight")) and data_torch.ndim in (2, 3):
+ d_inner = data_torch.shape[0]
+ d_conv = data_torch.shape[-1]
+ data_torch = data_torch.reshape(1, d_inner, 1, d_conv)
+
+ if name.endswith(".A_log"):
+ data_torch = torch.exp(data_torch).reshape(-1, 1)
+
+ if name.endswith(".dt_bias"):
+ name = name.rpartition(".dt_bias")[0] + ".dt_proj.bias"
+
+ if name.endswith(".attention.f_proj.weight"):
+ assert bid is not None
+ if self.is_full_attention(bid):
+ raise ValueError(f"unexpected f_proj on full-attention layer {bid}")
+ name = self.format_tensor_name(gguf.MODEL_TENSOR.SSM_F_A, bid)
+
+ if name.endswith(".attention.g_proj.weight"):
+ assert bid is not None
+ tensor = gguf.MODEL_TENSOR.ATTN_GATE if self.is_full_attention(bid) else gguf.MODEL_TENSOR.SSM_G_A
+ name = self.format_tensor_name(tensor, bid)
+
+ if ".mlp.experts." in name:
+ n_experts = self.hparams["num_experts"]
+ assert bid is not None
+
+ if self._experts is None:
+ self._experts = [{} for _ in range(self.block_count)]
+
+ self._experts[bid][name] = data_torch
+ if len(self._experts[bid]) >= n_experts * 3:
+ for weight_name in ("down_proj", "gate_proj", "up_proj"):
+ tensors = []
+ for expert_id in range(n_experts):
+ expert_name = f"model.layers.{bid}.mlp.experts.{expert_id}.{weight_name}.weight"
+ tensors.append(self._experts[bid].pop(expert_name))
+ merged_name = f"model.layers.{bid}.mlp.experts.{weight_name}.weight"
+ yield from super().modify_tensors(torch.stack(tensors, dim=0), merged_name, bid)
+ return
+
+ if name.endswith(".attention.kv_b_proj.weight"):
+ assert bid is not None
+ n_head = self.hparams["num_attention_heads"]
+ v_head_dim = self.hparams["v_head_dim"]
+ qk_nope_head_dim = self.hparams["qk_nope_head_dim"]
+ assert data_torch.shape[0] == n_head * (v_head_dim + qk_nope_head_dim)
+ kv_b = data_torch.view(n_head, v_head_dim + qk_nope_head_dim, data_torch.shape[-1])
+ k_b, v_b = torch.split(kv_b, [qk_nope_head_dim, v_head_dim], dim=1)
+ name_k = self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K_B, bid)
+ name_v = self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V_B, bid)
+ yield from super().modify_tensors(k_b.transpose(1, 2), name_k, bid)
+ yield from super().modify_tensors(v_b, name_v, bid)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+ if self._experts is not None:
+ experts = [name for layer in self._experts for name in layer]
+ if experts:
+ raise ValueError(f"Unprocessed experts: {experts}")
diff --git a/conversion/base.py b/conversion/base.py
index 408e209aa8..56547ace00 100644
--- a/conversion/base.py
+++ b/conversion/base.py
@@ -58,6 +58,11 @@ logger = logging.getLogger("hf-to-gguf")
AnyModel = TypeVar("AnyModel", bound="type[ModelBase]")
+# for checkpoints that ship no config.json, we will try to provide a synthetic one
+HparamsMatcher = Callable[[Path], bool]
+HparamsLoader = Callable[[Path], dict[str, Any]]
+
+
class SentencePieceTokenTypes(IntEnum):
NORMAL = 1
UNKNOWN = 2
@@ -77,6 +82,7 @@ class ModelBase:
ModelType.TEXT: {},
ModelType.MMPROJ: {},
}
+ _hparams_loaders: list[tuple[HparamsMatcher, HparamsLoader]] = []
dir_model: Path
ftype: gguf.LlamaFileType
@@ -94,6 +100,7 @@ class ModelBase:
metadata: gguf.Metadata
dir_model_card: Path
remote_hf_model_id: str | None
+ target_model_dir: Path | None
# subclasses should define this!
model_arch: gguf.MODEL_ARCH
@@ -108,7 +115,9 @@ class ModelBase:
sentence_transformers_dense_modules: bool = False
# MTP (multi-token prediction) export modes; set by main() before instantiation.
- # Architectures opt in by overriding the handling (see _Qwen35MtpMixin).
+ # Architectures that implement the filtering/export behavior opt in by
+ # setting supports_mtp_export = True on their model class or a mixin.
+ supports_mtp_export: bool = False
mtp_only: bool = False
no_mtp: bool = False
@@ -119,6 +128,7 @@ class ModelBase:
small_first_shard: bool = False, hparams: dict[str, Any] | None = None, remote_hf_model_id: str | None = None,
disable_mistral_community_chat_template: bool = False,
sentence_transformers_dense_modules: bool = False,
+ target_model_dir: Path | None = None,
fuse_gate_up_exps: bool = False,
fp8_as_q8: bool = False):
if type(self) is ModelBase or \
@@ -139,6 +149,7 @@ class ModelBase:
self.dry_run = dry_run
self.remote_hf_model_id = remote_hf_model_id
self.sentence_transformers_dense_modules = sentence_transformers_dense_modules
+ self.target_model_dir = target_model_dir
self.fuse_gate_up_exps = fuse_gate_up_exps
self._gate_exp_buffer: dict[int, Tensor] = {}
self._up_exp_buffer: dict[int, Tensor] = {}
@@ -647,6 +658,43 @@ class ModelBase:
def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
return ()
+ @staticmethod
+ def repack_mxfp4_blocks(packed: Tensor, scale: Tensor) -> np.ndarray:
+ """
+ Repack 4-bit MX weights into ggml `block_mxfp4`. Lossless - only moves bits.
+
+ Source (compressed-tensors "mxfp4-pack-quantized", also used by DeepSeek-V4):
+ packed uint8 [rows, cols/2] element 2i in the low nibble, 2i+1 in the high one
+ scale uint8 [rows, cols/32] one E8M0 biased exponent per 32-element group
+
+ Destination, per group: one scale byte then 16 code bytes, where byte j holds
+ element j in the low nibble and element j+16 in the high one.
+
+ The 4-bit codes need no remapping: both sides index into ggml's kvalues_mxfp4
+ order. ggml doubles the kvalues and halves the scale, so the value is the same.
+ """
+ p = packed.contiguous().view(torch.uint8)
+ s = scale.contiguous().view(torch.uint8)
+
+ rows, packed_cols = p.shape
+ cols = packed_cols * 2
+ if cols % 32 != 0:
+ raise ValueError(f"MXFP4 source row has {cols} values, expected a multiple of 32")
+
+ n_blocks = cols // 32
+ if tuple(s.shape) != (rows, n_blocks):
+ raise ValueError(f"MXFP4 scale shape {tuple(s.shape)} does not match {(rows, n_blocks)}")
+
+ src = p.reshape(rows, n_blocks, 16)
+ lo = src & 0x0F # elements 0, 2, 4, ...
+ hi = (src >> 4) & 0x0F # elements 1, 3, 5, ...
+
+ vals = torch.stack((lo, hi), dim=-1).reshape(rows, n_blocks, 32)
+ qs = vals[:, :, :16] | (vals[:, :, 16:] << 4)
+
+ raw = torch.cat((s.unsqueeze(-1), qs.to(torch.uint8)), dim=-1)
+ return raw.reshape(rows, n_blocks * 17).cpu().numpy()
+
@staticmethod
def _nvfp4_pack(weight: Tensor, scale: Tensor) -> tuple[np.ndarray, list[int]]:
"""Repack NVFP4 ModelOpt tensors into ggml super-block layout.
@@ -818,7 +866,7 @@ class ModelBase:
elif any(str(v.get("quant_algo")).endswith("NVFP4") for v in quant_layers.values() if isinstance(v, dict)):
quant_algo = "NVFP4"
- self._is_nvfp4 = quant_algo == "NVFP4"
+ self._is_nvfp4 = quant_algo in ("NVFP4", "W4A16_NVFP4")
self._is_mxfp4 = quant_method == "mxfp4"
# NVFP4 weights are repacked and written directly to gguf_writer.
@@ -1035,6 +1083,24 @@ class ModelBase:
return part_names
+ @staticmethod
+ def load_hparams_guess(dir_model: Path) -> dict[str, Any] | None:
+ # some models ship no config.json, will try to guess them
+ from conversion import load_all_models
+ load_all_models()
+
+ for matcher, loader in ModelBase._hparams_loaders:
+ if matcher(dir_model):
+ return loader(dir_model)
+ return None
+
+ @classmethod
+ def register_hparams_loader(cls, matcher: HparamsMatcher) -> Callable[[HparamsLoader], HparamsLoader]:
+ def inner(loader: HparamsLoader) -> HparamsLoader:
+ cls._hparams_loaders.append((matcher, loader))
+ return loader
+ return inner
+
@staticmethod
def load_hparams(dir_model: Path, is_mistral_format: bool):
if is_mistral_format:
@@ -1048,6 +1114,10 @@ class ModelBase:
config = AutoConfig.from_pretrained(dir_model, trust_remote_code=False).to_dict()
except Exception as e:
logger.warning(f"Failed to load model config from {dir_model}: {e}")
+ if not (dir_model / "config.json").is_file():
+ config = ModelBase.load_hparams_guess(dir_model)
+ if config is not None:
+ return config
logger.warning("Trying to load config.json instead")
with open(dir_model / "config.json", "r", encoding="utf-8") as f:
config = json.load(f)
@@ -1079,6 +1149,14 @@ class ModelBase:
return modelcls
return func
+ @classmethod
+ def example(cls, *hf_repos: str) -> Callable[[AnyModel], AnyModel]:
+ del hf_repos # unused
+
+ def func(modelcls: AnyModel) -> AnyModel:
+ return modelcls
+ return func
+
@classmethod
def print_registered_models(cls):
for model_type, model_classes in cls._model_classes.items():
@@ -1116,8 +1194,10 @@ class TextModel(ModelBase):
rope_theta = self.find_hparam(["global_rope_theta", "rope_global_theta", "rope_theta_global", "rope_theta", "rotary_emb_base"], optional=True)
local_rope_theta = self.find_hparam(["local_rope_theta", "rope_local_theta", "rope_theta_local", "swa_rope_theta", "rope_local_base_freq"], optional=True)
+ partial_rotary_factor = self.find_hparam(["partial_rotary_factor", "rope_pct", "rope_percent"], optional=True)
+ original_max_position_embeddings = self.find_hparam(["original_max_position_embeddings"], optional=True)
- # Ensure "rope_theta" and "rope_type" is mirrored in rope_parameters
+ # Ensure global params are mirrored in rope_parameters
if "full_attention" not in self.rope_parameters and "sliding_attention" not in self.rope_parameters:
if local_rope_theta is not None:
self.rope_parameters["sliding_attention"] = {"rope_theta": local_rope_theta}
@@ -1125,6 +1205,10 @@ class TextModel(ModelBase):
self.rope_parameters["rope_theta"] = rope_theta
if "rope_type" not in self.rope_parameters and (rope_type := self.rope_parameters.get("type")) is not None:
self.rope_parameters["rope_type"] = rope_type
+ if "partial_rotary_factor" not in self.rope_parameters and partial_rotary_factor is not None:
+ self.rope_parameters["partial_rotary_factor"] = partial_rotary_factor
+ if "original_max_position_embeddings" not in self.rope_parameters and original_max_position_embeddings is not None:
+ self.rope_parameters["original_max_position_embeddings"] = original_max_position_embeddings
@classmethod
def __init_subclass__(cls):
@@ -1145,7 +1229,7 @@ class TextModel(ModelBase):
or "projector." in name or "pre_mm_projector_norm" in name \
or "image_newline" in name or "view_seperator" in name \
or "patch_embed" in name or "patch_embedding" in name \
- or "patch_merger." in name or "model.connector." in name:
+ or "patch_merger." in name or "patch_merge_mlp." in name or "model.connector." in name:
return None
return super().filter_tensors(item)
@@ -1192,7 +1276,7 @@ class TextModel(ModelBase):
self.gguf_writer.add_embedding_length(n_embd)
logger.info(f"gguf: embedding length = {n_embd}")
- if (n_ff := self.find_hparam(["intermediate_size", "n_inner", "hidden_dim"], optional=True)) is not None:
+ if (n_ff := self.find_hparam(["prefix_dense_intermediate_size", "dense_intermediate_size", "intermediate_size", "n_inner", "hidden_dim"], optional=True)) is not None:
self.gguf_writer.add_feed_forward_length(n_ff)
logger.info(f"gguf: feed forward length = {n_ff}")
@@ -1264,7 +1348,7 @@ class TextModel(ModelBase):
if (f_norm_eps := self.find_hparam(["layer_norm_eps", "layer_norm_epsilon", "norm_epsilon"], optional=True)) is not None:
self.gguf_writer.add_layer_norm_eps(f_norm_eps)
logger.info(f"gguf: layer norm epsilon = {f_norm_eps}")
- if (n_experts := self.find_hparam(["num_local_experts", "num_experts"], optional=True)) is not None:
+ if (n_experts := self.find_hparam(["num_local_experts", "num_experts", "n_routed_experts"], optional=True)) is not None:
self.gguf_writer.add_expert_count(n_experts)
logger.info(f"gguf: expert count = {n_experts}")
if (n_experts_used := self.find_hparam(["num_experts_per_tok", "num_experts_per_token", "top_k_experts"], optional=True)) is not None:
@@ -1277,11 +1361,13 @@ class TextModel(ModelBase):
self.gguf_writer.add_expert_group_used_count(n_group_used)
logger.info(f"gguf: expert groups used count = {n_group_used}")
- if (score_func := self.find_hparam(["score_function", "scoring_func", "score_func", "moe_router_activation", "moe_router_activation_func"], optional=True)) is not None:
+ if (score_func := self.find_hparam(["score_function", "scoring_func", "score_func", "moe_router_activation", "moe_router_activation_func", "expert_selection_fn"], optional=True)) is not None:
if score_func == "sigmoid":
self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID)
elif score_func == "softmax":
self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX)
+ elif score_func == "sqrtsoftplus":
+ self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SQRTSOFTPLUS)
else:
raise ValueError(f"Unsupported expert score gating function value: {score_func}")
logger.info(f"gguf: expert score gating function = {score_func}")
@@ -1492,6 +1578,9 @@ class TextModel(ModelBase):
if chkhsh == "d772b220ace2baec124bed8cfafce0ead7d6c38a4b65ef11261cf9d5d62246d1":
# ref: https://huggingface.co/CohereLabs/tiny-aya-base
res = "tiny_aya"
+ if chkhsh == "52df12b4c8d4176e7481aab4b6e8454d1fd0a210a04a574f6d4e067d10e23c3e":
+ # ref: https://huggingface.co/CohereLabs/North-Mini-Code-1.0
+ res = "cohere2moe"
if chkhsh == "e636dc30a262dcc0d8c323492e32ae2b70728f4df7dfe9737d9f920a282b8aea":
# ref: https://huggingface.co/Qwen/Qwen1.5-7B
res = "qwen2"
@@ -1666,6 +1755,9 @@ class TextModel(ModelBase):
if chkhsh == "9dcf830ee9990cdbf78cc523a5f7bd9ad8f3f9890c2d3581d2785ad10f07049d":
# ref: https://huggingface.co/JetBrains/Mellum2-12B-A2.5B-Base
res = "mellum2"
+ if chkhsh == "972da7b59cec44d1f0a490a86c96df53859e486e481563e5dddac155013d87ac":
+ # ref: https://huggingface.co/poolside/Laguna-XS.2
+ res = "laguna"
if res is None:
logger.warning("\n")
@@ -2481,6 +2573,7 @@ class LazyTorchTensor(gguf.LazyBase):
torch.float16: np.float16,
torch.float32: np.float32,
torch.uint8: np.uint8,
+ torch.int64: np.int64,
}
# only used when byteswapping data. Only correct size is needed
@@ -2587,6 +2680,17 @@ class LazyTorchTensor(gguf.LazyBase):
return cls._wrap_fn(func)(*args, **kwargs)
+if hasattr(torch, "float8_e8m0fnu"):
+ _torch_float8_e8m0 = torch.float8_e8m0fnu
+ LazyTorchTensor._dtype_map[_torch_float8_e8m0] = np.uint8
+ LazyTorchTensor._dtype_byteswap_map[_torch_float8_e8m0] = np.uint8
+ LazyTorchTensor._dtype_str_map["F8_E8M0"] = _torch_float8_e8m0
+else:
+ # Older torch builds do not expose F8_E8M0. Keep the raw bytes so callers
+ # that know the format can decode them explicitly.
+ LazyTorchTensor._dtype_str_map["F8_E8M0"] = torch.uint8
+
+
def get_model_architecture(hparams: dict[str, Any], model_type: ModelType) -> str:
# TODO @ngxson : this won't work correctly if the model has both audio & vision encoders
# maybe we should fallback to text model's arch in that case, since not many models have both
@@ -2602,7 +2706,10 @@ def get_model_architecture(hparams: dict[str, Any], model_type: ModelType) -> st
# Step3-VL keeps text config under text_config but uses a custom top-level architecture.
# For text conversion we route to a dedicated text-only class.
# TODO: refactor this later to avoid adding exception here
- if model_type == ModelType.TEXT and arch in ("StepVLForConditionalGeneration", "Sarashina2VisionForCausalLM", "Exaone4_5_ForConditionalGeneration", "Step3p7ForConditionalGeneration"):
+ # Kimi-K3's text_config reports "KimiLinearForCausalLM", which is the older
+ # Kimi-Linear-48B architecture and cannot load K3 (no attention residuals,
+ # latent MoE, situ, ...). Route on the top-level architecture instead.
+ if model_type == ModelType.TEXT and arch in ("StepVLForConditionalGeneration", "Sarashina2VisionForCausalLM", "Exaone4_5_ForConditionalGeneration", "Step3p7ForConditionalGeneration", "KimiK3ForConditionalGeneration"):
return arch
# if "architectures" is found in the sub-config, use that instead
diff --git a/conversion/bert.py b/conversion/bert.py
index 49a6948f6c..8ea6c42dc6 100644
--- a/conversion/bert.py
+++ b/conversion/bert.py
@@ -15,6 +15,7 @@ from .base import ModelBase, SentencePieceTokenTypes, TextModel, gguf, logger
@ModelBase.register("BertModel", "BertForMaskedLM", "CamembertModel", "BertForSequenceClassification")
+@ModelBase.example("BAAI/bge-small-en-v1.5", "dangvantuan/sentence-camembert-base")
class BertModel(TextModel):
model_arch = gguf.MODEL_ARCH.BERT
@@ -240,6 +241,7 @@ class BertModel(TextModel):
@ModelBase.register("DistilBertModel", "DistilBertForMaskedLM", "DistilBertForSequenceClassification")
+@ModelBase.example("distilbert/distilbert-base-uncased")
class DistilBertModel(BertModel):
model_arch = gguf.MODEL_ARCH.BERT
@@ -263,6 +265,7 @@ class DistilBertModel(BertModel):
@ModelBase.register("RobertaModel", "RobertaForSequenceClassification")
+@ModelBase.example("sentence-transformers/stsb-roberta-base")
class RobertaModel(BertModel):
model_arch = gguf.MODEL_ARCH.BERT
@@ -312,6 +315,7 @@ class RobertaModel(BertModel):
@ModelBase.register("NomicBertModel")
+@ModelBase.example("nomic-ai/nomic-embed-text-v1.5")
class NomicBertModel(BertModel):
model_arch = gguf.MODEL_ARCH.BERT
@@ -369,12 +373,13 @@ class NomicBertModel(BertModel):
return super().filter_tensors(item)
def modify_tensors(self, data_torch: torch.Tensor, name: str, bid: int | None) -> Iterable[tuple[str, torch.Tensor]]:
- n_experts = self.find_hparam(["num_local_experts", "num_experts"])
if "mlp.experts.mlp.w1" in name:
+ n_experts = self.find_hparam(["num_local_experts", "num_experts"])
data_torch = data_torch.view(n_experts, self.hparams["n_inner"], self.hparams["n_embd"])
name += ".weight"
if "mlp.experts.mlp.w2" in name:
+ n_experts = self.find_hparam(["num_local_experts", "num_experts"])
data_torch = data_torch.view(n_experts, self.hparams["n_inner"], self.hparams["n_embd"])
data_torch = data_torch.transpose(1, 2)
name += ".weight"
@@ -399,6 +404,7 @@ class NomicBertModel(BertModel):
@ModelBase.register("NeoBERT", "NeoBERTLMHead", "NeoBERTForSequenceClassification")
+@ModelBase.example("chandar-lab/NeoBERT")
class NeoBert(BertModel):
model_arch = gguf.MODEL_ARCH.NEO_BERT
@@ -430,6 +436,7 @@ class NeoBert(BertModel):
@ModelBase.register("EuroBertModel", "JinaEmbeddingsV5Model")
+@ModelBase.example("hf-tiny-v2/tiny-random-EuroBertModel", "jinaai/jina-embeddings-v5-text-nano")
class EuroBertModel(TextModel):
model_arch = gguf.MODEL_ARCH.EUROBERT
@@ -458,6 +465,7 @@ class EuroBertModel(TextModel):
@ModelBase.register("XLMRobertaModel", "XLMRobertaForSequenceClassification")
+@ModelBase.example("BAAI/bge-m3")
class XLMRobertaModel(BertModel):
model_arch = gguf.MODEL_ARCH.BERT
_lora_files = {}
@@ -560,6 +568,7 @@ class XLMRobertaModel(BertModel):
@ModelBase.register("JinaBertModel", "JinaBertForMaskedLM")
+@ModelBase.example("jinaai/jina-embeddings-v2-base-en")
class JinaBertV2Model(BertModel):
model_arch = gguf.MODEL_ARCH.JINA_BERT_V2
@@ -587,6 +596,7 @@ class JinaBertV2Model(BertModel):
@ModelBase.register("ModernBertModel", "ModernBertForMaskedLM", "ModernBertForSequenceClassification")
+@ModelBase.example("answerdotai/ModernBERT-base")
class ModernBertModel(BertModel):
model_arch = gguf.MODEL_ARCH.MODERN_BERT
diff --git a/conversion/bitnet.py b/conversion/bitnet.py
index a66446abee..82bcadaf9a 100644
--- a/conversion/bitnet.py
+++ b/conversion/bitnet.py
@@ -8,7 +8,8 @@ if TYPE_CHECKING:
from .base import ModelBase, TextModel, gguf
-@ModelBase.register("BitnetForCausalLM")
+@ModelBase.register("BitnetForCausalLM", "BitNetForCausalLM")
+@ModelBase.example("microsoft/bitnet-b1.58-2B-4T")
class BitnetModel(TextModel):
model_arch = gguf.MODEL_ARCH.BITNET
diff --git a/conversion/bloom.py b/conversion/bloom.py
index d98edf6d50..9654cd4a0f 100644
--- a/conversion/bloom.py
+++ b/conversion/bloom.py
@@ -13,6 +13,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("BloomForCausalLM", "BloomModel")
+@ModelBase.example("bigscience/bloom-560m")
class BloomModel(TextModel):
model_arch = gguf.MODEL_ARCH.BLOOM
diff --git a/conversion/chameleon.py b/conversion/chameleon.py
index a996bfa53c..8f2065df66 100644
--- a/conversion/chameleon.py
+++ b/conversion/chameleon.py
@@ -12,6 +12,8 @@ from .llama import LlamaModel
@ModelBase.register("ChameleonForConditionalGeneration")
@ModelBase.register("ChameleonForCausalLM") # obsolete
+# [TAG_HF_EXAMPLE_GATED] facebook/chameleon-7b is gated
+# [TAG_HF_EXAMPLE_MISSING]
class ChameleonModel(TextModel):
model_arch = gguf.MODEL_ARCH.CHAMELEON
diff --git a/conversion/chatglm.py b/conversion/chatglm.py
index 7e323b8900..9b902dae30 100644
--- a/conversion/chatglm.py
+++ b/conversion/chatglm.py
@@ -9,6 +9,7 @@ from .base import ModelBase, SentencePieceTokenTypes, TextModel, gguf
@ModelBase.register("GlmForCausalLM", "ChatGLMModel", "ChatGLMForConditionalGeneration")
+@ModelBase.example("THUDM/chatglm3-6b", "zai-org/glm-4-9b-chat-hf")
class ChatGLMModel(TextModel):
model_arch = gguf.MODEL_ARCH.CHATGLM
@@ -81,7 +82,7 @@ class ChatGLMModel(TextModel):
@staticmethod
def token_bytes_to_string(b):
- from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode # ty: ignore[unresolved-import]
+ from transformers.convert_slow_tokenizer import bytes_to_unicode
byte_encoder = bytes_to_unicode()
return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')])
@@ -148,7 +149,7 @@ class ChatGLMModel(TextModel):
rope_dim = self.hparams["attention_dim"]
else:
rope_dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"]
- self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5)))
+ self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.rope_parameters.get("partial_rotary_factor", 0.5)))
self.gguf_writer.add_add_bos_token(False)
rope_freq = 10000
if "rope_ratio" in self.hparams:
diff --git a/conversion/codeshell.py b/conversion/codeshell.py
index 8bfc3178d4..1c7f1129b5 100644
--- a/conversion/codeshell.py
+++ b/conversion/codeshell.py
@@ -4,6 +4,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("CodeShellForCausalLM")
+@ModelBase.example("WisdomShell/CodeShell-7B")
class CodeShellModel(TextModel):
model_arch = gguf.MODEL_ARCH.CODESHELL
diff --git a/conversion/cogvlm.py b/conversion/cogvlm.py
index d92df55d46..13c314441b 100644
--- a/conversion/cogvlm.py
+++ b/conversion/cogvlm.py
@@ -11,6 +11,7 @@ from .llama import LlamaModel
@ModelBase.register("CogVLMForCausalLM")
+@ModelBase.example("THUDM/cogvlm2-llama3-chat-19B", "THUDM/cogvlm-chat-hf")
class CogVLMVisionModel(MmprojModel):
def set_gguf_parameters(self):
@@ -29,5 +30,6 @@ class CogVLMVisionModel(MmprojModel):
@ModelBase.register("CogVLMForCausalLM")
+@ModelBase.example("THUDM/cogvlm2-llama3-chat-19B", "THUDM/cogvlm-chat-hf")
class CogVLMModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.COGVLM
diff --git a/conversion/command_r.py b/conversion/command_r.py
index 603288d165..971f93ebdf 100644
--- a/conversion/command_r.py
+++ b/conversion/command_r.py
@@ -1,5 +1,6 @@
from __future__ import annotations
+import re
from typing import Iterable, TYPE_CHECKING
import torch
@@ -11,6 +12,8 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("CohereForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] CohereLabs/c4ai-command-r-v01 is gated
+# [TAG_HF_EXAMPLE_MISSING]
class CommandR2Model(TextModel):
model_arch = gguf.MODEL_ARCH.COMMAND_R
@@ -29,6 +32,8 @@ class CommandR2Model(TextModel):
@ModelBase.register("Cohere2ForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] CohereLabs/c4ai-command-r7b-12-2024 is gated
+@ModelBase.example("hf-tiny-v2/tiny-random-Cohere2ForCausalLM")
class Cohere2Model(TextModel):
model_arch = gguf.MODEL_ARCH.COHERE2
@@ -55,3 +60,123 @@ class Cohere2Model(TextModel):
return
yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("Cohere2MoeForCausalLM")
+@ModelBase.example("CohereLabs/North-Mini-Code-1.0")
+class Cohere2MoeModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.COHERE2MOE
+ _n_main_layers: int | None = None
+ _expert_tensor_re = re.compile(
+ r"model\.layers\.(\d+)\.mlp\.experts\.(\d+)\.(down_proj|gate_proj|up_proj)\.weight"
+ )
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ if (n_nextn := int(self.hparams.get("num_nextn_predict_layers", 0) or 0)) > 0 and not self.no_mtp:
+ self.block_count += n_nextn
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+ self._experts: list[dict[str, Tensor]] = [{} for _ in range(self.block_count)]
+
+ def _set_vocab_gpt2(self) -> None:
+ tokens, toktypes, tokpre = self.get_vocab_base()
+ self.gguf_writer.add_tokenizer_model("gpt2")
+ self.gguf_writer.add_tokenizer_pre(tokpre)
+ self.gguf_writer.add_token_list(tokens)
+ self.gguf_writer.add_token_types(toktypes)
+
+ special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True)
+ special_vocab.add_to_gguf(self.gguf_writer)
+
+ def set_gguf_parameters(self):
+ hparams = self.hparams
+ expert_intermediate_size = hparams["intermediate_size"]
+ mlp_layer_types = hparams.get("mlp_layer_types")
+ n_dense_lead = hparams.get("first_k_dense_replace", 0)
+ if mlp_layer_types is not None:
+ n_dense_lead = next((i for i, t in enumerate(mlp_layer_types) if t != "dense"), len(mlp_layer_types))
+
+ super().set_gguf_parameters()
+
+ self.gguf_writer.add_logit_scale(hparams["logit_scale"])
+ self.gguf_writer.add_sliding_window(hparams["sliding_window"])
+ self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in hparams["layer_types"]])
+ self.gguf_writer.add_vocab_size(hparams["vocab_size"])
+ self.gguf_writer.add_expert_feed_forward_length(expert_intermediate_size)
+ self.gguf_writer.add_leading_dense_block_count(n_dense_lead)
+ self.gguf_writer.add_expert_weights_norm(hparams.get("norm_topk_prob", False))
+ if (num_shared_experts := hparams.get("num_shared_experts", 0)) > 0:
+ if hparams.get("shared_expert_combination_strategy", "average") != "average":
+ raise ValueError("Cohere2 MoE only supports average shared expert combination")
+ self.gguf_writer.add_expert_shared_count(num_shared_experts)
+ self.gguf_writer.add_expert_shared_feed_forward_length(expert_intermediate_size * num_shared_experts)
+ if (n_nextn := hparams.get("num_nextn_predict_layers", 0)) > 0 and not self.no_mtp:
+ self.gguf_writer.add_nextn_predict_layers(n_nextn)
+ self.gguf_writer.add_rope_dimension_count(hparams["head_dim"])
+ self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ hparams = {**self.hparams, **self.hparams.get("text_config", {})}
+ self._n_main_layers = hparams.get("num_hidden_layers")
+ type(self)._n_main_layers = self._n_main_layers
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item):
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ if cls._n_main_layers is not None:
+ is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+ if is_mtp and cls.no_mtp:
+ return None
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if name.endswith(".bias"):
+ if torch.any(data_torch != 0):
+ raise ValueError(f"Bias tensor {name!r} is not zero.")
+ logger.debug(f"Skipping bias tensor {name!r}.")
+ return
+
+ if (m := self._expert_tensor_re.fullmatch(name)) is not None:
+ n_experts = self.hparams["num_experts"]
+ layer_idx = int(m.group(1))
+ assert bid is None or bid == layer_idx
+
+ self._experts[layer_idx][name] = data_torch
+
+ expected = {
+ f"model.layers.{layer_idx}.mlp.experts.{xid}.{w_name}.weight"
+ for xid in range(n_experts)
+ for w_name in ("down_proj", "gate_proj", "up_proj")
+ }
+ if expected.issubset(self._experts[layer_idx]):
+ for w_name in ["down_proj", "gate_proj", "up_proj"]:
+ datas: list[Tensor] = []
+
+ for xid in range(n_experts):
+ ename = f"model.layers.{layer_idx}.mlp.experts.{xid}.{w_name}.weight"
+ datas.append(self._experts[layer_idx][ename])
+ del self._experts[layer_idx][ename]
+
+ data_torch = torch.stack(datas, dim=0)
+ merged_name = f"model.layers.{layer_idx}.mlp.experts.{w_name}.weight"
+
+ yield from super().modify_tensors(data_torch, merged_name, layer_idx)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+
+ experts = [k for d in self._experts for k in d.keys()]
+ if len(experts) > 0:
+ raise ValueError(f"Unprocessed experts: {experts}")
diff --git a/conversion/dbrx.py b/conversion/dbrx.py
index 207ebcb893..d37ce83e78 100644
--- a/conversion/dbrx.py
+++ b/conversion/dbrx.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("DbrxForCausalLM")
+@ModelBase.example("alpindale/dbrx-instruct")
class DbrxModel(TextModel):
model_arch = gguf.MODEL_ARCH.DBRX
diff --git a/conversion/deci.py b/conversion/deci.py
index 46d8568c5a..2ccaa92a98 100644
--- a/conversion/deci.py
+++ b/conversion/deci.py
@@ -13,6 +13,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("DeciLMForCausalLM")
+@ModelBase.example("nvidia/Llama-3_1-Nemotron-51B-Instruct", "Deci/DeciLM-7B")
class DeciModel(TextModel):
model_arch = gguf.MODEL_ARCH.DECI
@@ -161,7 +162,7 @@ class DeciModel(TextModel):
factor = rope_params.get("factor", 8.0)
low_freq_factor = rope_params.get("low_freq_factor", 1.0)
high_freq_factor = rope_params.get("high_freq_factor", 4.0)
- old_context_len = self.hparams.get("original_max_position_embeddings", 8192)
+ old_context_len = rope_params.get("original_max_position_embeddings", 8192)
low_freq_wavelen = old_context_len / low_freq_factor
high_freq_wavelen = old_context_len / high_freq_factor
diff --git a/conversion/deepseek.py b/conversion/deepseek.py
index 72520cc9f6..225f8645d8 100644
--- a/conversion/deepseek.py
+++ b/conversion/deepseek.py
@@ -1,21 +1,28 @@
from __future__ import annotations
+import json
import re
+from pathlib import Path
from typing import Any, Callable, Iterable, TYPE_CHECKING
+import numpy as np
import torch
if TYPE_CHECKING:
from torch import Tensor
-from .base import MmprojModel, ModelBase, TextModel, gguf, logger
+from .base import LazyTorchTensor, MmprojModel, ModelBase, TextModel, gguf, logger
from .qwen import QwenModel
@ModelBase.register("DeepseekOCRForCausalLM")
+@ModelBase.example("deepseek-ai/DeepSeek-OCR")
class DeepseekOCRVisionModel(MmprojModel):
+ # HF dynamic_preprocess() max_num, which differs per model
+ preproc_max_tiles = 9
+
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.clip_projector_type = gguf.VisionProjectorType.DEEPSEEKOCR
@@ -40,6 +47,9 @@ class DeepseekOCRVisionModel(MmprojModel):
# @bluebread: there's no window_size in config but just add it here anyway
self.gguf_writer.add_vision_window_size(self.hparams.get("window_size", 14))
+ self.gguf_writer.add_vision_preproc_min_tiles(2)
+ self.gguf_writer.add_vision_preproc_max_tiles(self.preproc_max_tiles)
+
# SAM configuration
sam_hparams = hparams['sam']
self.gguf_writer.add_vision_sam_layers_count(sam_hparams['layers'])
@@ -90,8 +100,17 @@ class DeepseekOCRVisionModel(MmprojModel):
return super().filter_tensors((name, gen))
+@ModelBase.register("UnlimitedOCRForCausalLM")
+@ModelBase.example("baidu/Unlimited-OCR")
+class UnlimitedOCRVisionModel(DeepseekOCRVisionModel):
+ preproc_max_tiles = 32
+
+
@ModelBase.register("DeepseekOCR2ForCausalLM")
+@ModelBase.example("deepseek-ai/DeepSeek-OCR-2")
class DeepseekOCR2VisionModel(DeepseekOCRVisionModel):
+ preproc_max_tiles = 6
+
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.clip_projector_type = gguf.VisionProjectorType.DEEPSEEKOCR2
@@ -118,6 +137,7 @@ class DeepseekOCR2VisionModel(DeepseekOCRVisionModel):
@ModelBase.register("DeepseekForCausalLM")
+@ModelBase.example("deepseek-ai/deepseek-moe-16b-chat")
class DeepseekModel(TextModel):
model_arch = gguf.MODEL_ARCH.DEEPSEEK
@@ -205,11 +225,14 @@ class DeepseekModel(TextModel):
@ModelBase.register(
"DeepseekV2ForCausalLM",
"DeepseekV3ForCausalLM",
+ "DeepseekOCRForCausalLM",
+ "UnlimitedOCRForCausalLM",
"KimiVLForConditionalGeneration",
"KimiK25ForConditionalGeneration",
"YoutuForCausalLM",
"YoutuVLForConditionalGeneration",
)
+@ModelBase.example("deepseek-ai/DeepSeek-V2-Lite", "deepseek-ai/DeepSeek-V3")
class DeepseekV2Model(TextModel):
model_arch = gguf.MODEL_ARCH.DEEPSEEK2
@@ -224,7 +247,7 @@ class DeepseekV2Model(TextModel):
self.origin_hf_arch = hparams.get('architectures', [None])[0]
# special handling for Deepseek OCR
- if self.origin_hf_arch in ("DeepseekOCRForCausalLM", "DeepseekOCR2ForCausalLM"):
+ if self.origin_hf_arch in ("DeepseekOCRForCausalLM", "DeepseekOCR2ForCausalLM", "UnlimitedOCRForCausalLM"):
self.model_arch = gguf.MODEL_ARCH.DEEPSEEK2OCR
self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch]
self.gguf_writer.add_architecture()
@@ -350,6 +373,12 @@ class DeepseekV2Model(TextModel):
self.gguf_writer.add_rope_dimension_count(hparams["qk_rope_head_dim"])
+ # Unlimited-OCR sliding window; written for metadata, the decoder ignores it (full MHA)
+ if is_ocr:
+ sliding_window = hparams.get("sliding_window_size") or hparams.get("sliding_window")
+ if sliding_window:
+ self.gguf_writer.add_sliding_window(sliding_window)
+
if (rope_mscale_all := self.rope_parameters.get("mscale_all_dim")) is not None:
# [TAG_DEEPSEEK2_YARN_LOG_MUL_FIX]
# note: for legacy reasons, this is not consistent with the other usages of self.gguf_writer.add_rope_scaling_yarn_log_mul
@@ -433,15 +462,47 @@ class DeepseekV2Model(TextModel):
@ModelBase.register("DeepseekV32ForCausalLM")
+@ModelBase.example("deepseek-ai/DeepSeek-V3.2-Exp")
class DeepseekV32Model(DeepseekV2Model):
model_arch = gguf.MODEL_ARCH.DEEPSEEK32
skip_mtp = False
+ supports_mtp_export = True
+ _n_main_layers: int | None = None
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
- self.block_count = self.hparams["num_hidden_layers"] + self.hparams.get("num_nextn_predict_layers", 0)
+ self.block_count = self.hparams["num_hidden_layers"]
+ if not self.no_mtp:
+ self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ # DeepSeek V3.2 appends the NextN/MTP block past num_hidden_layers
+ # (model.layers.61 -> blk.61 in the 62-block file).
+ assert cls._n_main_layers is not None
+ is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+
+ # --no-mtp: drop the appended NextN block entirely.
+ if is_mtp and cls.no_mtp:
+ return None
+ # --mtp: keep ONLY NextN-block tensors plus the shared embeddings/
+ # norm/lm_head (so the resulting GGUF carries just the draft head).
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
+
def set_vocab(self):
from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained(self.dir_model)
@@ -452,10 +513,508 @@ class DeepseekV32Model(DeepseekV2Model):
super().set_gguf_parameters()
# NextN/MTP prediction layers
- if (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
+ if not self.no_mtp and (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
# DSA indexer parameters
self.gguf_writer.add_indexer_head_count(self.hparams["index_n_heads"])
self.gguf_writer.add_indexer_key_length(self.hparams["index_head_dim"])
self.gguf_writer.add_indexer_top_k(self.hparams["index_topk"])
+
+
+@ModelBase.register("DeepseekV4ForCausalLM")
+@ModelBase.example("deepseek-ai/DeepSeek-V4-Flash-Base")
+class DeepseekV4Model(TextModel):
+ model_arch = gguf.MODEL_ARCH.DEEPSEEK4
+ supports_mtp_export = True
+ _skipped_mtp_tensors = 0
+ _dsv4_main_layers: int | None = None
+ _dsv4_nextn_layers: int = 0
+
+ def __init__(self, *args, **kwargs):
+ type(self)._skipped_mtp_tensors = 0
+ super().__init__(*args, **kwargs)
+
+ with open(self.dir_model / "config.json", "r", encoding="utf-8") as f:
+ raw_hparams = json.load(f)
+ for key, value in raw_hparams.items():
+ self.hparams.setdefault(key, value)
+
+ # workaround for special rope_parameters (main/compress) in transformers 5.x
+ if self.rope_parameters.get("full_attention", self.rope_parameters).get("rope_type") is None:
+ if (rope_scaling := raw_hparams.get("rope_scaling")) is not None:
+ if "rope_type" not in rope_scaling and (rope_type := rope_scaling.get("type")) is not None:
+ rope_scaling["rope_type"] = rope_type
+ self.rope_parameters.update(**rope_scaling)
+
+ self.block_count = self.hparams["num_hidden_layers"]
+ if self.mtp_only:
+ self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ self._dsv4_fp8_dequantized: set[str] = set()
+ self._dsv4_bf16_tensors: set[str] = set()
+ self._dsv4_f32_tensors: set[str] = set()
+ self._dsv4_mxfp4_generated = False
+ self._collect_source_dtypes()
+
+ if type(self)._skipped_mtp_tensors:
+ logger.info("Skipping %d DeepSeek-V4 MTP tensor(s) for conversion v0", type(self)._skipped_mtp_tensors)
+
+ # add a default chat template; if the model has a built-in template, it will be overridden later
+ model_id_hint = self.remote_hf_model_id or self.dir_model.name
+ is_0731 = "0731" in model_id_hint
+ template_name = "deepseek-ai-DeepSeek-V4-Flash-0731.jinja" if is_0731 else "deepseek-ai-DeepSeek-V4.jinja"
+ template_path = Path(__file__).parent.parent / "models" / "templates" / template_name
+ if template_path.is_file():
+ with open(template_path, "r", encoding="utf-8") as f:
+ self.gguf_writer.add_chat_template(f.read())
+
+ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+ type(self)._dsv4_main_layers = self.hparams["num_hidden_layers"]
+ type(self)._dsv4_nextn_layers = self.hparams.get("num_nextn_predict_layers", 0)
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+ if name.startswith("mtp."):
+ if not cls.mtp_only:
+ cls._skipped_mtp_tensors += 1
+ return None
+
+ assert cls._dsv4_main_layers is not None
+ parts = name.split(".", 2)
+ if len(parts) < 3 or not parts[1].isdecimal():
+ raise ValueError(f"Unexpected DeepSeek-V4 MTP tensor {name!r}")
+
+ mtp_idx = int(parts[1])
+ if mtp_idx >= cls._dsv4_nextn_layers:
+ raise ValueError(f"Unexpected DeepSeek-V4 MTP layer {mtp_idx}")
+
+ bid = cls._dsv4_main_layers + mtp_idx
+ suffix = parts[2]
+ root_hc_head = {
+ "hc_head_fn",
+ "hc_head_base",
+ "hc_head_scale",
+ }
+ if suffix in root_hc_head:
+ name = suffix
+ elif suffix in (
+ "e_proj.weight", "e_proj.scale",
+ "h_proj.weight", "h_proj.scale",
+ ):
+ name = f"layers.{bid}.nextn.{suffix}"
+ elif suffix == "enorm.weight":
+ name = f"layers.{bid}.nextn.enorm.weight"
+ elif suffix == "hnorm.weight":
+ name = f"layers.{bid}.nextn.hnorm.weight"
+ elif suffix == "norm.weight":
+ name = f"layers.{bid}.nextn.shared_head_norm.weight"
+ else:
+ name = f"layers.{bid}.{suffix}"
+ return name, gen
+
+ if cls.mtp_only:
+ keep = name in (
+ "embed.weight",
+ "norm.weight",
+ "head.weight",
+ "head.scale",
+ )
+ if not keep:
+ return None
+
+ return super().filter_tensors((name, gen))
+
+ @staticmethod
+ def _float8_dtypes() -> tuple[torch.dtype, ...]:
+ return tuple(
+ dtype for dtype in (
+ getattr(torch, "float8_e4m3fn", None),
+ getattr(torch, "float8_e5m2", None),
+ ) if dtype is not None
+ )
+
+ @staticmethod
+ def _e8m0_to_float(scale: Tensor) -> Tensor:
+ torch_float8_e8m0 = getattr(torch, "float8_e8m0fnu", None)
+ if torch_float8_e8m0 is not None and scale.dtype == torch_float8_e8m0:
+ return scale.float()
+
+ bits = scale.view(torch.uint8).float()
+ return torch.exp2(bits - 127.0)
+
+ def _collect_source_dtypes(self) -> None:
+ for name, gen in self.model_tensors.items():
+ dtype = gen().dtype
+ if dtype == torch.bfloat16:
+ self._dsv4_bf16_tensors.add(name)
+ elif dtype == torch.float32:
+ self._dsv4_f32_tensors.add(name)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ hparams = self.hparams
+
+ self.gguf_writer.add_rope_dimension_count(hparams["qk_rope_head_dim"])
+ self.gguf_writer.add_q_lora_rank(hparams["q_lora_rank"])
+ self.gguf_writer.add_sliding_window(hparams["sliding_window"])
+
+ self.gguf_writer.add_expert_feed_forward_length(hparams["moe_intermediate_size"])
+ self.gguf_writer.add_expert_shared_count(hparams["n_shared_experts"])
+ self.gguf_writer.add_expert_weights_scale(hparams["routed_scaling_factor"])
+ self.gguf_writer.add_expert_weights_norm(hparams["norm_topk_prob"])
+ self.gguf_writer.add_swiglu_clamp_exp([hparams["swiglu_limit"]] * self.block_count)
+ self.gguf_writer.add_swiglu_clamp_shexp([hparams["swiglu_limit"]] * self.block_count)
+
+ self.gguf_writer.add_indexer_head_count(hparams["index_n_heads"])
+ self.gguf_writer.add_indexer_key_length(hparams["index_head_dim"])
+ self.gguf_writer.add_indexer_top_k(hparams["index_topk"])
+
+ self.gguf_writer.add_attention_output_group_count(hparams["o_groups"])
+ self.gguf_writer.add_attention_output_lora_rank(hparams["o_lora_rank"])
+ self.gguf_writer.add_attention_compress_ratios(hparams["compress_ratios"])
+ self.gguf_writer.add_attention_compress_rope_freq_base(hparams["compress_rope_theta"])
+ self.gguf_writer.add_hyper_connection_count(hparams["hc_mult"])
+ self.gguf_writer.add_hyper_connection_sinkhorn_iterations(hparams["hc_sinkhorn_iters"])
+ self.gguf_writer.add_hyper_connection_epsilon(hparams["hc_eps"])
+ self.gguf_writer.add_hash_layer_count(hparams["num_hash_layers"])
+ if self.model_arch == gguf.MODEL_ARCH.DEEPSEEK4:
+ self.gguf_writer.add_embedding_length_out(hparams["hidden_size"] * hparams["hc_mult"])
+ if self.mtp_only and (num_nextn_predict_layers := hparams.get("num_nextn_predict_layers", 0)) > 0:
+ self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
+
+ def dequant_model(self):
+ fp8_dtypes = self._float8_dtypes()
+ tensors_to_remove: list[str] = []
+
+ def dequant_fp8_weight(weight: Tensor, scale: Tensor) -> Tensor:
+ out_features, in_features = weight.shape
+ scale_f = self._e8m0_to_float(scale)
+ scale_f = scale_f.repeat_interleave(128, 0)[:out_features]
+ scale_f = scale_f.repeat_interleave(128, 1)[:, :in_features]
+ return weight.float() * scale_f
+
+ for name in list(self.model_tensors.keys()):
+ if not name.endswith(".scale"):
+ continue
+ weight_name = name.removesuffix(".scale") + ".weight"
+ if weight_name not in self.model_tensors:
+ continue
+
+ weight = self.model_tensors[weight_name]
+ scale = self.model_tensors[name]
+ if weight().dtype not in fp8_dtypes:
+ continue
+
+ self.model_tensors[weight_name] = lambda w=weight, s=scale: dequant_fp8_weight(w(), s())
+ self._dsv4_fp8_dequantized.add(weight_name)
+ tensors_to_remove.append(name)
+
+ for name in tensors_to_remove:
+ del self.model_tensors[name]
+
+ def _write_mxfp4_expert_tensor(self, bid: int, proj: str, tensor_key: gguf.MODEL_TENSOR) -> list[str]:
+ n_experts = self.hparams["n_routed_experts"]
+ data: np.ndarray | None = None
+ consumed: list[str] = []
+
+ for eid in range(n_experts):
+ weight_name = f"layers.{bid}.ffn.experts.{eid}.{proj}.weight"
+ scale_name = f"layers.{bid}.ffn.experts.{eid}.{proj}.scale"
+ if weight_name not in self.model_tensors or scale_name not in self.model_tensors:
+ raise KeyError(f"Missing routed expert tensors for {weight_name}")
+
+ weight = LazyTorchTensor.to_eager(self.model_tensors[weight_name]())
+ scale = LazyTorchTensor.to_eager(self.model_tensors[scale_name]())
+ packed = self.repack_mxfp4_blocks(weight, scale)
+ if data is None:
+ data = np.empty((n_experts, *packed.shape), dtype=packed.dtype)
+ data[eid] = packed
+ consumed.extend((weight_name, scale_name))
+
+ assert data is not None
+ new_name = self.format_tensor_name(tensor_key, bid)
+ shape = gguf.quant_shape_from_byte_shape(data.shape, gguf.GGMLQuantizationType.MXFP4)
+ logger.info(f"{new_name}: repacked routed experts to MXFP4, shape = {{{', '.join(str(n) for n in reversed(shape))}}}")
+ self.gguf_writer.add_tensor(new_name, data, raw_dtype=gguf.GGMLQuantizationType.MXFP4)
+
+ return consumed
+
+ def _write_hash_routing_tensors(self) -> list[str]:
+ consumed: list[str] = []
+
+ for bid in range(self.hparams["num_hash_layers"]):
+ name = f"layers.{bid}.ffn.gate.tid2eid"
+ if name not in self.model_tensors:
+ raise KeyError(f"Missing hash routing tensor {name}")
+
+ data_torch = LazyTorchTensor.to_eager(self.model_tensors[name]())
+ data = data_torch.to(torch.int32).cpu().numpy()
+ new_name = self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_TID2EID, bid, ".weight")
+ logger.info(f"{new_name}: converted hash routing table to I32, shape = {{{', '.join(str(n) for n in reversed(data.shape))}}}")
+ self.gguf_writer.add_tensor(new_name, data)
+ consumed.append(name)
+
+ return consumed
+
+ def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
+ if self._dsv4_mxfp4_generated:
+ return ()
+
+ consumed: list[str] = []
+ main_layers = self.hparams["num_hidden_layers"]
+ if not self.mtp_only:
+ consumed.extend(self._write_hash_routing_tensors())
+ elif self.hparams["num_hash_layers"] > 0:
+ for bid in range(self.hparams["num_hash_layers"]):
+ name = f"layers.{bid}.ffn.gate.tid2eid"
+ if name in self.model_tensors:
+ consumed.extend(self._write_hash_routing_tensors())
+ break
+
+ for bid in range(self.block_count):
+ if self.mtp_only and bid < main_layers:
+ continue
+ consumed.extend(self._write_mxfp4_expert_tensor(bid, "w1", gguf.MODEL_TENSOR.FFN_GATE_EXP))
+ consumed.extend(self._write_mxfp4_expert_tensor(bid, "w2", gguf.MODEL_TENSOR.FFN_DOWN_EXP))
+ consumed.extend(self._write_mxfp4_expert_tensor(bid, "w3", gguf.MODEL_TENSOR.FFN_UP_EXP))
+
+ for bid in range(main_layers, self.block_count):
+ e_name = f"layers.{bid}.nextn.e_proj.weight"
+ h_name = f"layers.{bid}.nextn.h_proj.weight"
+ if e_name not in self.model_tensors and h_name not in self.model_tensors:
+ continue
+ if e_name not in self.model_tensors or h_name not in self.model_tensors:
+ raise KeyError(f"Missing DeepSeek-V4 MTP e/h projection pair for block {bid}")
+
+ e_proj = LazyTorchTensor.to_eager(self.model_tensors[e_name]())
+ h_proj = LazyTorchTensor.to_eager(self.model_tensors[h_name]())
+ yield (f"layers.{bid}.nextn.eh_proj.weight", torch.cat((e_proj, h_proj), dim=1).contiguous())
+ consumed.extend((e_name, h_name))
+
+ for name in consumed:
+ del self.model_tensors[name]
+
+ self._dsv4_mxfp4_generated = True
+ return ()
+
+ def _format_dsv4_tensor_name(self, key: gguf.MODEL_TENSOR, bid: int | None, suffix: str = ".weight") -> str:
+ return self.format_tensor_name(key, bid, suffix)
+
+ def _map_dsv4_tensor_name(self, name: str, bid: int | None) -> tuple[gguf.MODEL_TENSOR, str]:
+ root_map: dict[str, tuple[gguf.MODEL_TENSOR, str]] = {
+ "embed.weight": (gguf.MODEL_TENSOR.TOKEN_EMBD, ".weight"),
+ "norm.weight": (gguf.MODEL_TENSOR.OUTPUT_NORM, ".weight"),
+ "head.weight": (gguf.MODEL_TENSOR.OUTPUT, ".weight"),
+ "hc_head_fn": (gguf.MODEL_TENSOR.HC_HEAD_FN, ".weight"),
+ "hc_head_base": (gguf.MODEL_TENSOR.HC_HEAD_BASE, ".weight"),
+ "hc_head_scale": (gguf.MODEL_TENSOR.HC_HEAD_SCALE, ".weight"),
+ }
+ if name in root_map:
+ return root_map[name]
+
+ match = re.match(r"layers\.(\d+)\.(.+)$", name)
+ if match is None:
+ raise ValueError(f"Unsupported DeepSeek-V4 tensor {name!r}")
+
+ layer = int(match.group(1))
+ if bid != layer:
+ raise ValueError(f"Tensor {name!r} parsed bid {bid} but layer name has {layer}")
+
+ layer_map: dict[str, tuple[gguf.MODEL_TENSOR, str]] = {
+ "hc_attn_fn": (gguf.MODEL_TENSOR.HC_ATTN_FN, ".weight"),
+ "hc_attn_base": (gguf.MODEL_TENSOR.HC_ATTN_BASE, ".weight"),
+ "hc_attn_scale": (gguf.MODEL_TENSOR.HC_ATTN_SCALE, ".weight"),
+ "hc_ffn_fn": (gguf.MODEL_TENSOR.HC_FFN_FN, ".weight"),
+ "hc_ffn_base": (gguf.MODEL_TENSOR.HC_FFN_BASE, ".weight"),
+ "hc_ffn_scale": (gguf.MODEL_TENSOR.HC_FFN_SCALE, ".weight"),
+ "attn.attn_sink": (gguf.MODEL_TENSOR.ATTN_SINKS, ".weight"),
+ "attn.wq_a.weight": (gguf.MODEL_TENSOR.ATTN_Q_A, ".weight"),
+ "attn.wq_b.weight": (gguf.MODEL_TENSOR.ATTN_Q_B, ".weight"),
+ "attn.q_norm.weight": (gguf.MODEL_TENSOR.ATTN_Q_A_NORM, ".weight"),
+ "attn.wkv.weight": (gguf.MODEL_TENSOR.ATTN_KV, ".weight"),
+ "attn.kv_norm.weight": (gguf.MODEL_TENSOR.ATTN_KV_NORM, ".weight"),
+ "attn.wo_a.weight": (gguf.MODEL_TENSOR.ATTN_OUT_A, ".weight"),
+ "attn.wo_b.weight": (gguf.MODEL_TENSOR.ATTN_OUT_B, ".weight"),
+ "attn.compressor.ape": (gguf.MODEL_TENSOR.ATTN_COMPRESSOR_APE, ".weight"),
+ "attn.compressor.wkv.weight": (gguf.MODEL_TENSOR.ATTN_COMPRESSOR_WKV, ".weight"),
+ "attn.compressor.wgate.weight": (gguf.MODEL_TENSOR.ATTN_COMPRESSOR_WGATE, ".weight"),
+ "attn.compressor.norm.weight": (gguf.MODEL_TENSOR.ATTN_COMPRESSOR_NORM, ".weight"),
+ "attn.indexer.wq_b.weight": (gguf.MODEL_TENSOR.INDEXER_ATTN_Q_B, ".weight"),
+ "attn.indexer.weights_proj.weight": (gguf.MODEL_TENSOR.INDEXER_PROJ, ".weight"),
+ "attn.indexer.compressor.ape": (gguf.MODEL_TENSOR.INDEXER_COMPRESSOR_APE, ".weight"),
+ "attn.indexer.compressor.wkv.weight": (gguf.MODEL_TENSOR.INDEXER_COMPRESSOR_WKV, ".weight"),
+ "attn.indexer.compressor.wgate.weight": (gguf.MODEL_TENSOR.INDEXER_COMPRESSOR_WGATE, ".weight"),
+ "attn.indexer.compressor.norm.weight": (gguf.MODEL_TENSOR.INDEXER_COMPRESSOR_NORM, ".weight"),
+ "attn_norm.weight": (gguf.MODEL_TENSOR.ATTN_NORM, ".weight"),
+ "ffn_norm.weight": (gguf.MODEL_TENSOR.FFN_NORM, ".weight"),
+ "ffn.gate.weight": (gguf.MODEL_TENSOR.FFN_GATE_INP, ".weight"),
+ "ffn.gate.bias": (gguf.MODEL_TENSOR.FFN_EXP_PROBS_B, ".bias"),
+ "ffn.gate.tid2eid": (gguf.MODEL_TENSOR.FFN_GATE_TID2EID, ".weight"),
+ "ffn.shared_experts.w1.weight": (gguf.MODEL_TENSOR.FFN_GATE_SHEXP, ".weight"),
+ "ffn.shared_experts.w2.weight": (gguf.MODEL_TENSOR.FFN_DOWN_SHEXP, ".weight"),
+ "ffn.shared_experts.w3.weight": (gguf.MODEL_TENSOR.FFN_UP_SHEXP, ".weight"),
+ "nextn.eh_proj.weight": (gguf.MODEL_TENSOR.NEXTN_EH_PROJ, ".weight"),
+ "nextn.enorm.weight": (gguf.MODEL_TENSOR.NEXTN_ENORM, ".weight"),
+ "nextn.hnorm.weight": (gguf.MODEL_TENSOR.NEXTN_HNORM, ".weight"),
+ "nextn.shared_head_norm.weight": (gguf.MODEL_TENSOR.NEXTN_SHARED_HEAD_NORM, ".weight"),
+ "nextn.embed_tokens.weight": (gguf.MODEL_TENSOR.NEXTN_EMBED_TOKENS, ".weight"),
+ "nextn.shared_head_head.weight": (gguf.MODEL_TENSOR.NEXTN_SHARED_HEAD_HEAD, ".weight"),
+ }
+
+ tensor_name = match.group(2)
+ if tensor_name in layer_map:
+ return layer_map[tensor_name]
+
+ if re.match(r"ffn\.experts\.\d+\.w[123]\.(weight|scale)$", tensor_name):
+ return gguf.MODEL_TENSOR.FFN_GATE_EXP, ".weight"
+
+ raise ValueError(f"Unsupported DeepSeek-V4 tensor {name!r}")
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if re.match(r"layers\.\d+\.ffn\.experts\.\d+\.w[123]\.(weight|scale)$", name):
+ return []
+
+ tensor_key, suffix = self._map_dsv4_tensor_name(name, bid)
+ if tensor_key == gguf.MODEL_TENSOR.FFN_GATE_TID2EID:
+ return []
+
+ return [(self._format_dsv4_tensor_name(tensor_key, bid, suffix), data_torch)]
+
+ def tensor_force_quant(self, name: str, new_name: str, bid: int | None, n_dims: int) -> gguf.GGMLQuantizationType | bool:
+ del bid # unused
+
+ if name in self._dsv4_fp8_dequantized and n_dims >= 2:
+ return gguf.GGMLQuantizationType.Q8_0
+ if new_name.endswith(".nextn.eh_proj.weight"):
+ return gguf.GGMLQuantizationType.Q8_0
+ if name in self._dsv4_f32_tensors:
+ return gguf.GGMLQuantizationType.F32
+ if name in self._dsv4_bf16_tensors and n_dims >= 2:
+ return gguf.GGMLQuantizationType.BF16
+
+ return False
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+ self._is_mxfp4 = True
+ self.ftype = gguf.LlamaFileType.MOSTLY_MXFP4_MOE
+
+
+@ModelBase.register("DeepseekV4DSparkModel")
+@ModelBase.example("deepseek-ai/DeepSeek-V4-Flash-DSpark")
+class DeepseekV4DSparkModel(DeepseekV4Model):
+ model_arch = gguf.MODEL_ARCH.DFLASH
+
+ _DSPARK_ROOT_MAP: dict[str, tuple[gguf.MODEL_TENSOR, str]] = {
+ "main_proj.weight": (gguf.MODEL_TENSOR.FC, ".weight"),
+ "main_norm.weight": (gguf.MODEL_TENSOR.ENC_OUTPUT_NORM, ".weight"),
+ "markov_head.markov_w1.weight": (gguf.MODEL_TENSOR.DSPARK_MARKOV_W1, ".weight"),
+ "markov_head.markov_w2.weight": (gguf.MODEL_TENSOR.DSPARK_MARKOV_W2, ".weight"),
+ "confidence_head.proj.weight": (gguf.MODEL_TENSOR.DSPARK_CONF_PROJ, ".weight"),
+ }
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ self.block_count = 1 + max(
+ int(match.group(1)) for name in self.model_tensors
+ if (match := re.match(r"layers\.(\d+)\.", name))
+ )
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ self.hparams["compress_ratios"] = [0] * self.block_count
+ self.hparams["num_hash_layers"] = 0
+
+ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+ if remote_hf_model_id is None:
+ return super().index_tensors()
+
+ with open(self.dir_model / "model.safetensors.index.json", "r", encoding="utf-8") as f:
+ weight_map = json.load(f)["weight_map"]
+
+ part_names = sorted({
+ part_name for name, part_name in weight_map.items()
+ if name.startswith("mtp.")
+ })
+ tensors: dict[str, Callable[[], Tensor]] = {}
+
+ for part_name in part_names:
+ from huggingface_hub import hf_hub_download
+
+ logger.info("gguf: caching remote DSpark part '%s'", part_name)
+ part_path = Path(hf_hub_download(repo_id=remote_hf_model_id, filename=part_name))
+ with gguf.utility.SafetensorsLocal(part_path) as model_part:
+ for name in model_part:
+ data = model_part[name]
+ data_gen = lambda data=data: LazyTorchTensor.from_local_tensor(data) # noqa: E731
+ if titem := self.filter_tensors((name, data_gen)):
+ tensor_name, tensor_gen = titem
+ tensors[tensor_name] = tensor_gen
+
+ return tensors
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+ if not name.startswith("mtp."):
+ return None
+ return super().filter_tensors((cls._rekey_mtp_tensor_name(name), gen))
+
+ @staticmethod
+ def _rekey_mtp_tensor_name(name: str) -> str:
+ match = re.match(r"mtp\.(\d+)\.(.+)$", name)
+ if match is None:
+ raise ValueError(f"Unexpected DSpark tensor {name!r}")
+
+ stage, rest = match.group(1), match.group(2)
+ root_names = (
+ "main_proj.scale",
+ "norm.weight",
+ "hc_head_fn",
+ "hc_head_base",
+ "hc_head_scale",
+ )
+ if rest in DeepseekV4DSparkModel._DSPARK_ROOT_MAP or rest in root_names:
+ return rest
+ return f"layers.{stage}.{rest}"
+
+ def _map_dsv4_tensor_name(self, name: str, bid: int | None) -> tuple[gguf.MODEL_TENSOR, str]:
+ if name in self._DSPARK_ROOT_MAP:
+ return self._DSPARK_ROOT_MAP[name]
+ return super()._map_dsv4_tensor_name(name, bid)
+
+ def set_vocab(self):
+ if self.target_model_dir is None:
+ raise ValueError("DeepSeek-V4 DSpark requires --target-model-dir with the target tokenizer")
+
+ original_dir = self.dir_model
+ try:
+ self.dir_model = self.target_model_dir
+ super().set_vocab()
+ finally:
+ self.dir_model = original_dir
+
+ self.gguf_writer.add_mask_token_id(self.hparams["dspark_noise_token_id"])
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ self.gguf_writer.add_block_size(self.hparams["dspark_block_size"])
+ self.gguf_writer.add_target_layers([layer + 1 for layer in self.hparams["dspark_target_layer_ids"]])
diff --git a/conversion/dots1.py b/conversion/dots1.py
index 7ac299a6e6..ffa3b6db44 100644
--- a/conversion/dots1.py
+++ b/conversion/dots1.py
@@ -11,6 +11,7 @@ from .qwen import Qwen2MoeModel
@ModelBase.register("Dots1ForCausalLM")
+@ModelBase.example("rednote-hilab/dots.llm1.inst")
class Dots1Model(Qwen2MoeModel):
model_arch = gguf.MODEL_ARCH.DOTS1
diff --git a/conversion/dots3.py b/conversion/dots3.py
new file mode 100644
index 0000000000..c7ac2319e2
--- /dev/null
+++ b/conversion/dots3.py
@@ -0,0 +1,323 @@
+from __future__ import annotations
+
+import math
+import re
+
+import torch
+
+from typing import TYPE_CHECKING, Any, Callable, Iterable
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import MmprojModel, ModelBase, gguf
+
+from .deepseek import DeepseekV2Model
+
+
+@ModelBase.register("Dots3NoteForCausalLM", "Dots3NoteForConditionalGeneration", "Dots3NoteTextForCausalLM")
+class Dots3NoteModel(DeepseekV2Model):
+ model_arch = gguf.MODEL_ARCH.DOTS3NOTE
+ skip_mtp = False
+ supports_mtp_export = True
+
+ # trunk layer count, stashed before indexing for filter_tensors (mirrors DeepseekV32Model)
+ _n_main_layers: int | None = None
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ hparams = self.hparams
+
+ # config file doesn't specify MTP block, detect it from model weight
+ self.n_nextn = 1 if "model.mtp.embed_tokens.weight" in self.model_tensors else 0
+ if self.n_nextn:
+ self.block_count += self.n_nextn
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ self.layer_types = hparams["layer_types"]
+ if len(self.layer_types) < hparams["num_hidden_layers"]:
+ raise ValueError("layer_types is shorter than num_hidden_layers")
+
+ if hparams.get("use_dsa", True) is not True:
+ raise ValueError("dots3-note conversion requires use_dsa=true")
+ if hparams.get("normalization", "RMSNorm") != "RMSNorm" or hparams.get("final_norm", "RMSNorm") != "RMSNorm":
+ raise ValueError("dots3-note conversion only supports RMSNorm")
+ if hparams.get("k_rope_only_layernorm", True) is not True:
+ raise ValueError("dots3-note conversion requires k_rope_only_layernorm=true")
+ if hparams.get("topk_method", "noaux_tc") != "noaux_tc" or hparams.get("scoring_func") != "sigmoid":
+ raise ValueError("dots3-note conversion only supports noaux_tc/sigmoid expert gating")
+ if hparams.get("n_group", 1) != 1 or hparams.get("topk_group", 1) != 1:
+ raise ValueError("dots3-note conversion does not support grouped expert routing")
+ if hparams.get("use_dynamic_rsf", False) or hparams.get("moe_gating_fp32", False):
+ raise ValueError("dots3-note conversion does not support use_dynamic_rsf/moe_gating_fp32")
+ for key in ("attention_gate_type", "swa_attention_gate_type"):
+ if hparams.get(key, "headwise") != "headwise":
+ raise ValueError(f"dots3-note conversion only supports headwise attention gate, got {key}={hparams.get(key)!r}")
+ if hparams["swa_qk_nope_head_dim"] + hparams["swa_qk_rope_head_dim"] != hparams.get("swa_head_dim", 256):
+ raise ValueError("swa_head_dim must equal swa_qk_nope_head_dim + swa_qk_rope_head_dim")
+ if hparams["swa_qk_rope_head_dim"] != hparams["qk_rope_head_dim"]:
+ # both layer kinds share a single rope_dimension_count
+ raise ValueError("swa_qk_rope_head_dim must match qk_rope_head_dim")
+
+ self.apply_lora_rescale = hparams.get("apply_mla_qkv_lora_rescale", False)
+
+ def _is_swa_layer(self, bid: int) -> bool:
+ if bid >= self.hparams["num_hidden_layers"]:
+ # note: the NextN/MTP block uses the sliding-attention MLA
+ return True
+ return self.layer_types[bid] == "sliding_attention"
+
+ def set_vocab(self):
+ from transformers import AutoTokenizer
+ tokenizer = AutoTokenizer.from_pretrained(self.dir_model)
+ special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True)
+ tokens, toktypes, tokpre = self.get_vocab_base()
+ self.gguf_writer.add_tokenizer_model("gpt2")
+ self.gguf_writer.add_tokenizer_pre(tokpre)
+ self.gguf_writer.add_token_list(tokens)
+ self.gguf_writer.add_token_types(toktypes)
+ special_vocab._set_special_token("eot", tokenizer.get_added_vocab()["<|endofassistant|>"]) # ty: ignore[unresolved-attribute]
+ special_vocab.add_to_gguf(self.gguf_writer)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+ if name.startswith(("vision_encoder.", "audio_encoder.")):
+ return None
+
+ assert cls._n_main_layers is not None
+ is_mtp = name.startswith("model.mtp.") or \
+ ((m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers)
+
+ # --no-mtp: drop the NextN/MTP block; --mtp: keep only that block plus the shared embeddings/norm/lm_head
+ if is_mtp and cls.no_mtp:
+ return None
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
+
+ def set_gguf_parameters(self):
+ hparams = self.hparams
+
+ # head_count is a per-layer array because the two layer kinds have different head counts
+ n_layer = hparams["num_hidden_layers"]
+ hparams["num_attention_heads"] = [
+ hparams["swa_num_attention_heads"] if self._is_swa_layer(il) else hparams["num_attention_heads"]
+ for il in range(self.block_count)
+ ]
+
+ # prevent the base class from emitting key/value_length from the unused head_dim
+ hparams.pop("head_dim", None)
+
+ super().set_gguf_parameters()
+
+ # MLA geometry of the sliding-window layers (rope.freq_base_swa is emitted by the base class)
+ swa_kv_lora_rank = hparams["swa_kv_lora_rank"]
+ self.gguf_writer.add_sliding_window(hparams["sliding_window_size"])
+ self.gguf_writer.add_sliding_window_pattern([self._is_swa_layer(il) for il in range(n_layer)])
+ self.gguf_writer.add_kv_lora_rank_swa(swa_kv_lora_rank)
+ self.gguf_writer.add_key_length_swa(swa_kv_lora_rank + hparams["swa_qk_rope_head_dim"])
+ self.gguf_writer.add_value_length_swa(swa_kv_lora_rank)
+ self.gguf_writer.add_key_length_mla_swa(hparams["swa_qk_nope_head_dim"] + hparams["swa_qk_rope_head_dim"])
+ self.gguf_writer.add_value_length_mla_swa(hparams["swa_v_head_dim"])
+ if hparams["swa_q_lora_rank"] != hparams["q_lora_rank"]:
+ raise ValueError("dots3-note conversion assumes a shared q_lora_rank for both layer kinds")
+
+ if self.n_nextn:
+ self.gguf_writer.add_nextn_predict_layers(self.n_nextn)
+
+ # DSA indexer (full-attention layers only)
+ self.gguf_writer.add_indexer_head_count(hparams["index_n_heads"])
+ self.gguf_writer.add_indexer_key_length(hparams["index_head_dim"])
+ self.gguf_writer.add_indexer_top_k(hparams["index_topk"])
+ self.gguf_writer.add_indexer_types([not self._is_swa_layer(il) for il in range(n_layer)])
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # move the MTP token embedding into the NextN block so the standard nextn mapping picks it up
+ if name == "model.mtp.embed_tokens.weight":
+ name = f"model.layers.{self.hparams['num_hidden_layers']}.embed_tokens.weight"
+ bid = self.hparams["num_hidden_layers"]
+
+ # fold the activation rescale sqrt(n_embd/lora_rank) into the preceding RMSNorm weight
+ # this also covers the indexer wq_b, which reads the same rescaled q_lora activation
+ if self.apply_lora_rescale and bid is not None:
+ if name.endswith("q_a_layernorm.weight"):
+ data_torch = data_torch * math.sqrt(self.hparams["hidden_size"] / self.hparams["q_lora_rank"])
+ elif name.endswith("kv_a_layernorm.weight"):
+ rank = self.hparams["swa_kv_lora_rank"] if self._is_swa_layer(bid) else self.hparams["kv_lora_rank"]
+ data_torch = data_torch * math.sqrt(self.hparams["hidden_size"] / rank)
+
+ # MLA absorption: split kv_b_proj into k_b (transposed) and v_b, per-layer-kind geometry
+ if name.endswith("kv_b_proj.weight"):
+ assert bid is not None
+ if self._is_swa_layer(bid):
+ n_head = self.hparams["swa_num_attention_heads"]
+ qk_nope_head_dim = self.hparams["swa_qk_nope_head_dim"]
+ v_head_dim = self.hparams["swa_v_head_dim"]
+ else:
+ n_head = self.hparams["num_attention_heads"]
+ qk_nope_head_dim = self.hparams["qk_nope_head_dim"]
+ v_head_dim = self.hparams["v_head_dim"]
+ if isinstance(n_head, list): # set_gguf_parameters turns this into a per-layer array
+ n_head = n_head[bid]
+
+ assert data_torch.shape[0] == n_head * (qk_nope_head_dim + v_head_dim)
+
+ kv_b = data_torch.view(n_head, qk_nope_head_dim + v_head_dim, data_torch.shape[-1])
+ k_b, v_b = kv_b.split([qk_nope_head_dim, v_head_dim], dim=1)
+ k_b = k_b.transpose(1, 2)
+
+ yield from ModelBase.modify_tensors(self, k_b, name.replace("kv_b_proj", "k_b_proj"), bid)
+ yield from ModelBase.modify_tensors(self, v_b, name.replace("kv_b_proj", "v_b_proj"), bid)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("Dots3NoteForCausalLM", "Dots3NoteForConditionalGeneration")
+class Dots3NoteMmprojModel(MmprojModel):
+ has_vision_encoder = True
+ has_audio_encoder = True
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ assert self.hparams_vision is not None
+ assert self.hparams_audio is not None
+
+ # preprocessor_config.json nests the image params under vision_config
+ self.preprocessor_config = {**self.preprocessor_config, **self.preprocessor_config.get("vision_config", {})}
+
+ vis = self.hparams_vision
+ # in this config, hidden_size is the adapter output width; embed_dim is the tower width
+ vis["hidden_size"] = vis["embed_dim"]
+ vis["image_size"] = 0 # dynamic resolution
+ self.pyramid = [max(0, n) for n in vis["pyramid_num_routed"]]
+
+ if vis.get("adapter_type") != "patch_merger" or not vis.get("pre_pixel_shuffle"):
+ raise ValueError("dots3-note vision conversion requires adapter_type=patch_merger and pre_pixel_shuffle")
+ if vis.get("router_scoring_func", "sigmoid") != "sigmoid" or vis.get("router_scale", 1.0) != 1.0:
+ raise ValueError("dots3-note vision conversion only supports sigmoid routing with router_scale=1.0")
+ if vis.get("temporal_patch_size", 1) != 1 or vis.get("use_bias") or not vis.get("use_qk_norm"):
+ raise ValueError("unsupported dots3-note vision config variant")
+
+ aud = self.hparams_audio
+ if not aud.get("use_conv2d_stem") or not aud.get("use_rope") or not aud.get("use_rms_norm") or aud.get("use_causal"):
+ raise ValueError("unsupported dots3-note audio config variant")
+ if aud["whisper_config"].get("activation_function") != "swiglu":
+ raise ValueError("dots3-note audio conversion requires the swiglu activation")
+ if aud.get("merge_factor", 1) != 1 or aud.get("chunk_seconds") != 60:
+ raise ValueError("unsupported dots3-note audio chunking config")
+ # the graph hard-codes these rope parameters
+ rope = aud.get("rope_parameters", {})
+ if rope.get("partial_rotary_factor") != 0.5 or rope.get("rope_theta") != 10000.0:
+ raise ValueError("unsupported dots3-note audio rope config")
+
+ def get_audio_config(self) -> dict[str, Any] | None:
+ cfg = self.global_config.get("audio_config")
+ if cfg is not None:
+ # aliases so MmprojModel.find_aparam() / n_block_keys can resolve them
+ whisper = cfg["whisper_config"]
+ cfg["hidden_size"] = whisper["d_model"]
+ cfg["intermediate_size"] = whisper["encoder_ffn_dim"]
+ cfg["num_attention_heads"] = whisper["encoder_attention_heads"]
+ cfg["num_hidden_layers"] = whisper["encoder_layers"]
+ return cfg
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ assert self.hparams_vision is not None
+ assert self.hparams_audio is not None
+
+ self.gguf_writer.add_clip_vision_projector_type(gguf.VisionProjectorType.DOTS3NOTE_V)
+ self.gguf_writer.add_vision_use_silu(True)
+ self.gguf_writer.add_vision_attention_layernorm_eps(self.hparams_vision["rms_norm_eps"])
+ self.gguf_writer.add_vision_spatial_merge_size(self.hparams_vision["spatial_merge_size"])
+ self.gguf_writer.add_vision_min_pixels(self.preprocessor_config["min_pixels"])
+ self.gguf_writer.add_vision_max_pixels(self.preprocessor_config["max_pixels"])
+ # pyramid MoE: per-block routed expert count, 0 = dense block
+ self.gguf_writer.add_vision_expert_count_per_layer(self.pyramid)
+ self.gguf_writer.add_vision_expert_used_count(int(self.hparams_vision["capacity_factor"]))
+
+ self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.DOTS3NOTE_A)
+ self.gguf_writer.add_audio_num_mel_bins(self.hparams_audio["whisper_config"]["num_mel_bins"])
+ self.gguf_writer.add_audio_attention_layernorm_eps(1e-6) # Dots3NoteAudioRMSNorm default
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, _ = item
+ if not name.startswith(("vision_encoder.", "audio_encoder.")):
+ return None
+ return super().filter_tensors(item)
+
+ _vis_experts: dict[int, dict[str, Tensor]] | None = None
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # router params have no .weight suffix in the checkpoint, but gguf tools expect one
+ if name.endswith((".gate_weight", ".router_bias")):
+ name += ".weight"
+
+ # audio fc1 fuses gate and up for swiglu; split it
+ if ".speech_encoder.layers." in name and ".fc1." in name:
+ gate, up = data_torch.chunk(2, dim=0)
+ yield from super().modify_tensors(gate, name.replace(".fc1.", ".fc1_gate."), bid)
+ yield from super().modify_tensors(up, name.replace(".fc1.", ".fc1_up."), bid)
+ return
+
+ # vision MoE: stack per-expert weights into a single 3D tensor per block
+ if ".mlp.experts." in name:
+ assert bid is not None
+ n_expert = self.pyramid[bid]
+ if self._vis_experts is None:
+ self._vis_experts = {}
+ buf = self._vis_experts.setdefault(bid, {})
+ buf[name] = data_torch
+
+ if len(buf) >= n_expert * 3:
+ for w_name in ("fc1", "fc2", "fc3"):
+ datas: list[Tensor] = []
+ for xid in range(n_expert):
+ ename = f"vision_encoder.blocks.{bid}.mlp.experts.{xid}.{w_name}.weight"
+ datas.append(buf.pop(ename))
+ merged = torch.stack(datas, dim=0)
+ yield from super().modify_tensors(merged, f"vision_encoder.blocks.{bid}.mlp.experts.{w_name}.weight", bid)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+ if self._vis_experts is not None:
+ leftover = [k for d in self._vis_experts.values() for k in d.keys()]
+ if leftover:
+ raise ValueError(f"unprocessed vision experts: {leftover}")
+
+ def tensor_force_quant(self, name, new_name, bid, n_dims):
+ # FP32 routing is load-bearing for the vision MoE (near-tied expert scores)
+ if ".ffn_gate_inp." in new_name or ".exp_probs_b." in new_name:
+ return gguf.GGMLQuantizationType.F32
+ if ".conv2d" in new_name or "a.conv_out" in new_name:
+ return gguf.GGMLQuantizationType.F32
+ return super().tensor_force_quant(name, new_name, bid, n_dims)
diff --git a/conversion/dotsocr.py b/conversion/dotsocr.py
index f87f62abde..ace6aa9a13 100644
--- a/conversion/dotsocr.py
+++ b/conversion/dotsocr.py
@@ -9,6 +9,7 @@ from .base import MmprojModel, ModelBase, gguf
@ModelBase.register("DotsOCRForCausalLM")
+@ModelBase.example("rednote-hilab/dots.ocr")
class DotsOCRVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
diff --git a/conversion/dream.py b/conversion/dream.py
index 459e8d46af..14f25404d6 100644
--- a/conversion/dream.py
+++ b/conversion/dream.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("DreamModel")
+@ModelBase.example("Dream-org/Dream-v0-Instruct-7B")
class DreamModel(TextModel):
model_arch = gguf.MODEL_ARCH.DREAM
diff --git a/conversion/ernie.py b/conversion/ernie.py
index aa8a3bc8ee..3c4226a259 100644
--- a/conversion/ernie.py
+++ b/conversion/ernie.py
@@ -15,6 +15,7 @@ from .base import MmprojModel, ModelBase, TextModel, gguf
@ModelBase.register("Ernie4_5_ForCausalLM", "Ernie4_5ForCausalLM")
+@ModelBase.example("baidu/ERNIE-4.5-0.3B-PT")
class Ernie4_5Model(TextModel):
model_arch = gguf.MODEL_ARCH.ERNIE4_5
@@ -73,6 +74,7 @@ class Ernie4_5Model(TextModel):
@ModelBase.register("Ernie4_5_MoeForCausalLM")
+@ModelBase.example("baidu/ERNIE-4.5-21B-A3B-PT")
class Ernie4_5MoeModel(Ernie4_5Model):
model_arch = gguf.MODEL_ARCH.ERNIE4_5_MOE
_experts: list[dict[str, Tensor]] | None = None
@@ -156,11 +158,13 @@ class Ernie4_5MoeModel(Ernie4_5Model):
@ModelBase.register("PaddleOCRVLForConditionalGeneration")
+@ModelBase.example("PaddlePaddle/PaddleOCR-VL")
class PaddleOCRModel(Ernie4_5Model):
model_arch = gguf.MODEL_ARCH.PADDLEOCR
@ModelBase.register("PaddleOCRVisionModel")
+@ModelBase.example("PaddlePaddle/PaddleOCR-VL")
class PaddleOCRVisionModel(MmprojModel):
# PaddleOCR-VL uses a modified version of Siglip
min_pixels: int = 0
diff --git a/conversion/exaone.py b/conversion/exaone.py
index b21f027842..0919d2ffaf 100644
--- a/conversion/exaone.py
+++ b/conversion/exaone.py
@@ -15,6 +15,7 @@ from .qwenvl import Qwen2VLVisionModel
@ModelBase.register("ExaoneForCausalLM")
+@ModelBase.example("LGAI-EXAONE/EXAONE-3.5-2.4B-Instruct")
class ExaoneModel(TextModel):
model_arch = gguf.MODEL_ARCH.EXAONE
@@ -24,7 +25,7 @@ class ExaoneModel(TextModel):
assert (hparams["activation_function"] == "silu")
- rotary_factor = self.find_hparam(["partial_rotary_factor", "rope_pct"], optional=True)
+ rotary_factor = self.rope_parameters.get("partial_rotary_factor")
rotary_factor = rotary_factor if rotary_factor is not None else 1.0
self.gguf_writer.add_rope_dimension_count(int(rotary_factor * (hparams["hidden_size"] // hparams["num_attention_heads"])))
@@ -39,7 +40,7 @@ class ExaoneModel(TextModel):
factor = rope_params.get("factor", 8.0)
low_freq_factor = rope_params.get("low_freq_factor", 1.0)
high_freq_factor = rope_params.get("high_freq_factor", 4.0)
- old_context_len = self.hparams.get("original_max_position_embeddings", 8192)
+ old_context_len = rope_params.get("original_max_position_embeddings", 8192)
low_freq_wavelen = old_context_len / low_freq_factor
high_freq_wavelen = old_context_len / high_freq_factor
@@ -60,6 +61,7 @@ class ExaoneModel(TextModel):
@ModelBase.register("Exaone4ForCausalLM")
+@ModelBase.example("LGAI-EXAONE/EXAONE-4.0-32B")
class Exaone4Model(TextModel):
model_arch = gguf.MODEL_ARCH.EXAONE4
@@ -104,7 +106,7 @@ class Exaone4Model(TextModel):
factor = rope_params.get("factor", 16.0)
low_freq_factor = rope_params.get("low_freq_factor", 1.0)
high_freq_factor = rope_params.get("high_freq_factor", 4.0)
- old_context_len = self.hparams.get("original_max_position_embeddings", 8192)
+ old_context_len = rope_params.get("original_max_position_embeddings", 8192)
low_freq_wavelen = old_context_len / low_freq_factor
high_freq_wavelen = old_context_len / high_freq_factor
@@ -123,7 +125,10 @@ class Exaone4Model(TextModel):
yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FREQS), torch.tensor(rope_factors, dtype=torch.float32))
-@ModelBase.register("ExaoneMoEForCausalLM")
+# note: transformers >= 5.1 renamed the class to "ExaoneMoeForCausalLM" (lowercase 'e'),
+# so accept both spellings - LG AI have updated the configs of already-released models
+@ModelBase.register("ExaoneMoEForCausalLM", "ExaoneMoeForCausalLM")
+@ModelBase.example("LGAI-EXAONE/K-EXAONE-236B-A23B")
class ExaoneMoEModel(Exaone4Model):
model_arch = gguf.MODEL_ARCH.EXAONE_MOE
@@ -212,6 +217,7 @@ class ExaoneMoEModel(Exaone4Model):
@ModelBase.register("Exaone4_5_ForConditionalGeneration")
+@ModelBase.example("LGAI-EXAONE/EXAONE-4.5-33B")
class Exaone4_5_TextModel(Exaone4Model):
"""Text tower of EXAONE 4.5; Tensors match EXAONE4"""
@@ -265,6 +271,7 @@ class Exaone4_5_TextModel(Exaone4Model):
@ModelBase.register("Exaone4_5_ForConditionalGeneration")
+@ModelBase.example("LGAI-EXAONE/EXAONE-4.5-33B")
class Exaone4_5VisionModel(Qwen2VLVisionModel):
"""Vision tower for EXAONE 4.5; Qwen2-VL-style ViT (GQA) + patch merger"""
diff --git a/conversion/falcon.py b/conversion/falcon.py
index 085fd4cd33..2c55511a09 100644
--- a/conversion/falcon.py
+++ b/conversion/falcon.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("FalconForCausalLM", "RWForCausalLM")
+@ModelBase.example("tiiuae/falcon-7b")
class FalconModel(TextModel):
model_arch = gguf.MODEL_ARCH.FALCON
diff --git a/conversion/falcon_h1.py b/conversion/falcon_h1.py
index a8bc880b2c..6686f7001c 100644
--- a/conversion/falcon_h1.py
+++ b/conversion/falcon_h1.py
@@ -12,6 +12,7 @@ from .mamba import Mamba2Model
@ModelBase.register("FalconH1ForCausalLM")
+@ModelBase.example("tiiuae/Falcon-H1-0.5B-Base")
class FalconH1Model(Mamba2Model):
model_arch = gguf.MODEL_ARCH.FALCON_H1
diff --git a/conversion/gemma.py b/conversion/gemma.py
index d8cf8be575..6b4d7d1715 100644
--- a/conversion/gemma.py
+++ b/conversion/gemma.py
@@ -14,6 +14,8 @@ from .base import MmprojModel, ModelBase, TextModel, gguf, logger
@ModelBase.register("GemmaForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-2b is gated
+@ModelBase.example("trl-internal-testing/tiny-GemmaForCausalLM")
class GemmaModel(TextModel):
model_arch = gguf.MODEL_ARCH.GEMMA
@@ -68,6 +70,8 @@ class GemmaModel(TextModel):
@ModelBase.register("Gemma2ForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-2-9b-it is gated
+@ModelBase.example("trl-internal-testing/tiny-Gemma2ForCausalLM")
class Gemma2Model(TextModel):
model_arch = gguf.MODEL_ARCH.GEMMA2
@@ -118,6 +122,8 @@ class Gemma2Model(TextModel):
@ModelBase.register("Gemma3ForCausalLM", "Gemma3ForConditionalGeneration")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-3-4b-it is gated
+@ModelBase.example("trl-internal-testing/tiny-Gemma3ForConditionalGeneration", "hf-tiny-v2/tiny-random-Gemma3ForCausalLM")
class Gemma3Model(TextModel):
model_arch = gguf.MODEL_ARCH.GEMMA3
@@ -174,6 +180,8 @@ class Gemma3Model(TextModel):
@ModelBase.register("Gemma3TextModel")
+# [TAG_HF_EXAMPLE_GATED] google/embeddinggemma-300m is gated
+@ModelBase.example("hf-tiny-v2/tiny-random-Gemma3TextModel")
class EmbeddingGemma(Gemma3Model):
model_arch = gguf.MODEL_ARCH.GEMMA_EMBEDDING
module_paths = []
@@ -248,6 +256,8 @@ class EmbeddingGemma(Gemma3Model):
@ModelBase.register("Gemma3ForConditionalGeneration")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-3-4b-it is gated
+@ModelBase.example("trl-internal-testing/tiny-Gemma3ForConditionalGeneration")
class Gemma3VisionModel(MmprojModel):
def set_gguf_parameters(self):
super().set_gguf_parameters()
@@ -352,6 +362,8 @@ class ConformerAudioModel(MmprojModel):
@ModelBase.register("Gemma3nForConditionalGeneration")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-3n-E2B-it is gated
+@ModelBase.example("hf-tiny-v2/tiny-random-Gemma3nForConditionalGeneration")
class Gemma3nVisionAudioModel(ConformerAudioModel):
has_audio_encoder = True
has_vision_encoder = True
@@ -471,6 +483,8 @@ class Gemma3nVisionAudioModel(ConformerAudioModel):
@ModelBase.register("Gemma3nForCausalLM", "Gemma3nForConditionalGeneration")
+# [TAG_HF_EXAMPLE_GATED] google/gemma-3n-E2B-it is gated
+@ModelBase.example("hf-tiny-v2/tiny-random-Gemma3nForConditionalGeneration")
class Gemma3NModel(Gemma3Model):
model_arch = gguf.MODEL_ARCH.GEMMA3N
@@ -615,6 +629,7 @@ class Gemma3NModel(Gemma3Model):
@ModelBase.register("Gemma4ForConditionalGeneration", "Gemma4ForCausalLM")
+@ModelBase.example("google/gemma-4-31B-it", "google/gemma-4-26B-A4B-it", "google/gemma-4-E2B-it")
class Gemma4Model(Gemma3Model):
model_arch = gguf.MODEL_ARCH.GEMMA4
@@ -665,7 +680,18 @@ class Gemma4Model(Gemma3Model):
swa_layers = [t == "sliding_attention" for t in self.hparams["layer_types"]]
self.gguf_writer.add_sliding_window_pattern(swa_layers)
- head_dim_full = self.hparams["global_head_dim"]
+ per_layer_config = self.hparams.get("per_layer_config")
+ layer_types = self.hparams.get("layer_types", [])
+ if (head_dim_full := self.hparams.get("global_head_dim")) is None and per_layer_config is not None:
+ for layer_idx, layer_config in per_layer_config.items():
+ layer_idx = int(layer_idx)
+ if layer_idx < len(layer_types):
+ if layer_types[layer_idx] == "full_attention" and "head_dim" in layer_config:
+ head_dim_full = layer_config["head_dim"]
+ break
+
+ assert head_dim_full is not None
+
head_dim_swa = self.hparams["head_dim"]
# correct the head dim for global/swa layers
self.gguf_writer.add_key_length(head_dim_full)
@@ -685,15 +711,21 @@ class Gemma4Model(Gemma3Model):
n_ff_arr = [n_ff if il < first_kv_shared_layer_idx else n_ff * 2 for il in range(self.block_count)]
self.gguf_writer.add_feed_forward_length(n_ff_arr)
- # handle num_global_key_value_heads
- num_key_value_heads_full = self.hparams.get("num_global_key_value_heads")
+ if (num_key_value_heads_full := self.hparams.get("num_global_key_value_heads")) is None and per_layer_config is not None:
+ for layer_idx, layer_config in per_layer_config.items():
+ layer_idx = int(layer_idx)
+ if layer_idx < len(layer_types):
+ if layer_types[layer_idx] == "full_attention" and "num_key_value_heads" in layer_config:
+ num_key_value_heads_full = layer_config["num_key_value_heads"]
+ break
+
num_key_value_heads_swa = self.hparams.get("num_key_value_heads")
if num_key_value_heads_full is not None and num_key_value_heads_swa is not None:
value_arr = [num_key_value_heads_swa if is_swa else num_key_value_heads_full for is_swa in swa_layers]
self.gguf_writer.add_head_count_kv(value_arr)
# handle n_rot differently for global vs swa layers
- partial_rotary_factor_swa = self.hparams.get("partial_rotary_factor", 1.0)
+ partial_rotary_factor_swa = self.rope_parameters.get("partial_rotary_factor", 1.0)
n_rot_full = int(head_dim_full) # "proportional" is used, see generate_extra_tensors
n_rot_swa = int(head_dim_swa * partial_rotary_factor_swa)
self.gguf_writer.add_rope_dimension_count(n_rot_full)
@@ -708,7 +740,19 @@ class Gemma4Model(Gemma3Model):
# IMPORTANT: this ROPE_FREQS tensor is ONLY used by the full_attention layers
rope_params_full = self.hparams["rope_parameters"]["full_attention"]
assert rope_params_full["rope_type"] == "proportional"
- head_dim_full = (self.hparams["global_head_dim"])
+
+ per_layer_config = self.hparams.get("per_layer_config")
+ if (head_dim_full := self.hparams.get("global_head_dim")) is None and per_layer_config is not None:
+ layer_types = self.hparams.get("layer_types", [])
+ for layer_idx, layer_config in per_layer_config.items():
+ layer_idx = int(layer_idx)
+ if layer_idx < len(layer_types):
+ if layer_types[layer_idx] == "full_attention" and "head_dim" in layer_config:
+ head_dim_full = layer_config["head_dim"]
+ break
+
+ assert head_dim_full is not None
+
partial_rotary_factor_full = rope_params_full["partial_rotary_factor"]
n_rot_full = int(head_dim_full * partial_rotary_factor_full / 2)
n_unrot_full = int(head_dim_full / 2) - n_rot_full
@@ -766,6 +810,7 @@ class Gemma4Model(Gemma3Model):
@ModelBase.register("Gemma4UnifiedForConditionalGeneration")
+@ModelBase.example("hf-tiny-v2/tiny-random-Gemma4UnifiedForConditionalGeneration")
class Gemma4UnifiedModel(Gemma4Model):
model_arch = gguf.MODEL_ARCH.GEMMA4
@@ -786,9 +831,20 @@ class Gemma4UnifiedModel(Gemma4Model):
@ModelBase.register("Gemma4AssistantForCausalLM", "Gemma4UnifiedAssistantForCausalLM")
+@ModelBase.example("google/gemma-4-31B-it-assistant", "google/gemma-4-26B-A4B-it-assistant", "google/gemma-4-E2B-it-assistant")
class Gemma4AssistantModel(Gemma4Model):
model_arch = gguf.MODEL_ARCH.GEMMA4_ASSISTANT
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+
+ if "masked_embedding" in name:
+ logger.debug(f"Skipping get tensor {name!r} in safetensors so that convert can end normally.")
+ return None
+
+ return super().filter_tensors(item)
+
def set_gguf_parameters(self):
super().set_gguf_parameters()
self.gguf_writer.add_embedding_length_out(self.hparams["backbone_hidden_size"])
@@ -796,6 +852,7 @@ class Gemma4AssistantModel(Gemma4Model):
@ModelBase.register("Gemma4ForConditionalGeneration")
+@ModelBase.example("google/gemma-4-31B-it", "google/gemma-4-26B-A4B-it", "google/gemma-4-E2B-it")
class Gemma4VisionAudioModel(MmprojModel):
has_audio_encoder = True
has_vision_encoder = True
@@ -874,6 +931,7 @@ class Gemma4VisionAudioModel(MmprojModel):
@ModelBase.register("Gemma4UnifiedForConditionalGeneration")
+@ModelBase.example("hf-tiny-v2/tiny-random-Gemma4UnifiedForConditionalGeneration")
class Gemma4UnifiedVisionAudioModel(Gemma4VisionAudioModel):
has_audio_encoder = True
has_vision_encoder = True
diff --git a/conversion/glm.py b/conversion/glm.py
index 641937720d..7544f850cb 100644
--- a/conversion/glm.py
+++ b/conversion/glm.py
@@ -1,6 +1,8 @@
from __future__ import annotations
-from typing import Iterable, TYPE_CHECKING
+import re
+
+from typing import Callable, Iterable, TYPE_CHECKING
import torch
@@ -13,6 +15,7 @@ from .deepseek import DeepseekV2Model
@ModelBase.register("Glm4ForCausalLM", "Glm4vForConditionalGeneration")
+@ModelBase.example("zai-org/GLM-4-9B-0414")
class Glm4Model(TextModel):
model_arch = gguf.MODEL_ARCH.GLM4
use_mrope = False
@@ -84,6 +87,7 @@ class Glm4Model(TextModel):
@ModelBase.register("GlmOcrForConditionalGeneration")
+@ModelBase.example("zai-org/GLM-OCR")
class GlmOCRModel(Glm4Model):
model_arch = gguf.MODEL_ARCH.GLM4
use_mrope = False
@@ -105,14 +109,41 @@ class GlmOCRModel(Glm4Model):
@ModelBase.register("Glm4MoeForCausalLM", "Glm4vMoeForConditionalGeneration")
+@ModelBase.example("zai-org/GLM-4.5-Air")
class Glm4MoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.GLM4_MOE
+ supports_mtp_export = True
+ _n_main_layers: int | None = None
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
- # GLM4_MOE has num_hidden_layers + 1 actual layers (including NextN layer)
- self.block_count = self.hparams["num_hidden_layers"] + self.hparams.get("num_nextn_predict_layers", 0)
- self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+ if not self.no_mtp:
+ self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ hparams = {**self.hparams, **self.hparams.get("text_config", {})}
+ key = next((k for k in ["n_layers", "num_hidden_layers", "n_layer", "num_layers"] if k in hparams), None)
+ type(self)._n_main_layers = hparams.get(key)
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ assert cls._n_main_layers is not None
+ is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+
+ if is_mtp and cls.no_mtp:
+ return None
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
def set_vocab(self):
return self._set_vocab_glm()
@@ -124,7 +155,7 @@ class Glm4MoeModel(TextModel):
self.hparams["hidden_size"] // self.hparams["num_attention_heads"]
)
self.gguf_writer.add_rope_dimension_count(
- int(rope_dim * self.hparams.get("partial_rotary_factor", 0.5))
+ int(rope_dim * self.rope_parameters.get("partial_rotary_factor", 0.5))
)
# MoE parameters - Use only routed expert count (shared experts handled separately)
@@ -148,10 +179,22 @@ class Glm4MoeModel(TextModel):
if (norm_topk_prob := self.hparams.get("norm_topk_prob")) is not None:
self.gguf_writer.add_expert_weights_norm(norm_topk_prob)
- # NextN/MTP prediction layers
- if (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
+ if not self.no_mtp and (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
_experts: list[dict[str, Tensor]] | None = None
# note: unlike GLM4V non-MoE, we don't need to permute Q/K here since GLM4V_MOE uses Neox ordering already
@@ -202,23 +245,120 @@ class Glm4MoeModel(TextModel):
@ModelBase.register("Glm4MoeLiteForCausalLM")
+@ModelBase.example("zai-org/GLM-4.7-Flash")
class Glm4MoeLiteModel(DeepseekV2Model):
model_arch = gguf.MODEL_ARCH.DEEPSEEK2
+ skip_mtp = False
+ supports_mtp_export = True
+ _n_main_layers: int | None = None
def set_vocab(self):
return self._set_vocab_glm()
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ num_hidden_layers = self.hparams["num_hidden_layers"]
+ self.num_nextn_predict_layers = self.hparams.get("num_nextn_predict_layers", 0)
+ self.skip_mtp = self.no_mtp or self.num_nextn_predict_layers == 0
+
+ if self.skip_mtp:
+ self.block_count = num_hidden_layers
+ else:
+ self.block_count = num_hidden_layers + self.num_nextn_predict_layers
+
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ if self.skip_mtp:
+ return
+
+ self.gguf_writer.add_nextn_predict_layers(self.num_nextn_predict_layers)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item):
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ if cls._n_main_layers is not None:
+ match = re.match(r"model\.layers\.(\d+)\.", name)
+ is_mtp = match is not None and int(match.group(1)) >= cls._n_main_layers
+ if is_mtp and cls.no_mtp:
+ return None
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
@ModelBase.register("GlmMoeDsaForCausalLM")
+@ModelBase.example("zai-org/GLM-5.2")
class GlmMoeDsaModel(DeepseekV2Model):
model_arch = gguf.MODEL_ARCH.GLM_DSA
skip_mtp = False
+ supports_mtp_export = True
+
+ # Trunk layer count, stashed before indexing so the classmethod
+ # filter_tensors can identify the appended NextN/MTP block (mirrors
+ # HYV3Model / Step35Model).
+ _n_main_layers: int | None = None
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
- self.block_count = self.hparams["num_hidden_layers"] + self.hparams.get("num_nextn_predict_layers", 0)
+ self.block_count = self.hparams["num_hidden_layers"]
+ if not self.no_mtp:
+ self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ # GLM-5.2 appends the NextN/MTP block past num_hidden_layers
+ # (model.layers.78 -> blk.78 in the 79-block file).
+ assert cls._n_main_layers is not None
+ is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+
+ # --no-mtp: drop the appended NextN block entirely.
+ if is_mtp and cls.no_mtp:
+ return None
+ # --mtp: keep ONLY NextN-block tensors plus the shared embeddings/
+ # norm/lm_head (so the resulting GGUF carries just the draft head).
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ return name, gen
+
def set_vocab(self):
return self._set_vocab_glm()
@@ -226,22 +366,27 @@ class GlmMoeDsaModel(DeepseekV2Model):
super().set_gguf_parameters()
rope_dim = self.hparams["qk_rope_head_dim"]
- partial_rotary_factor = self.hparams.get("partial_rotary_factor", 1.0)
+ partial_rotary_factor = self.rope_parameters.get("partial_rotary_factor", 1.0)
self.gguf_writer.add_rope_dimension_count(int(rope_dim * partial_rotary_factor))
# NextN/MTP prediction layers
- if (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
+ if not self.no_mtp and (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
# DSA indexer parameters
self.gguf_writer.add_indexer_head_count(self.hparams["index_n_heads"])
self.gguf_writer.add_indexer_key_length(self.hparams["index_head_dim"])
self.gguf_writer.add_indexer_top_k(self.hparams["index_topk"])
+ if (indexer_types := self.hparams.get("indexer_types")) is not None:
+ indexer_types = [t == "full" for t in indexer_types]
+ self.gguf_writer.add_indexer_types(indexer_types)
@ModelBase.register("SolarOpenForCausalLM")
+@ModelBase.example("upstage/Solar-Open-100B")
class SolarOpenModel(Glm4MoeModel):
model_arch = gguf.MODEL_ARCH.GLM4_MOE
+ supports_mtp_export = False
def set_vocab(self):
from transformers import AutoTokenizer
diff --git a/conversion/gpt2.py b/conversion/gpt2.py
index 1cf06ae8b5..06dff9e4c7 100644
--- a/conversion/gpt2.py
+++ b/conversion/gpt2.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("GPT2LMHeadModel")
+@ModelBase.example("openai-community/gpt2")
class GPT2Model(TextModel):
model_arch = gguf.MODEL_ARCH.GPT2
@@ -38,6 +39,7 @@ class GPT2Model(TextModel):
@ModelBase.register("RuGPT3XLForCausalLM")
+@ModelBase.example("evilfreelancer/ruGPT3XL")
class RuGPT3XLModel(TextModel):
model_arch = gguf.MODEL_ARCH.GPT2
diff --git a/conversion/gpt_oss.py b/conversion/gpt_oss.py
index d2c70c0bba..7542ec0ea8 100644
--- a/conversion/gpt_oss.py
+++ b/conversion/gpt_oss.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("GptOssForCausalLM")
+@ModelBase.example("openai/gpt-oss-20b")
class GptOssModel(TextModel):
model_arch = gguf.MODEL_ARCH.GPT_OSS
diff --git a/conversion/gptneox.py b/conversion/gptneox.py
index 6a42b12b15..0b0e91c4f5 100644
--- a/conversion/gptneox.py
+++ b/conversion/gptneox.py
@@ -13,6 +13,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("GPTNeoXForCausalLM")
+@ModelBase.example("EleutherAI/pythia-70m")
class GPTNeoXModel(TextModel):
model_arch = gguf.MODEL_ARCH.GPTNEOX
diff --git a/conversion/granite.py b/conversion/granite.py
index 53441fe570..796d37cca2 100644
--- a/conversion/granite.py
+++ b/conversion/granite.py
@@ -15,6 +15,7 @@ from .mamba import Mamba2Model
@ModelBase.register("GraniteForCausalLM")
+@ModelBase.example("ibm-granite/granite-3.3-2b-instruct")
class GraniteModel(LlamaModel):
"""Conversion for IBM's GraniteForCausalLM"""
model_arch = gguf.MODEL_ARCH.GRANITE
@@ -73,7 +74,110 @@ class GraniteModel(LlamaModel):
return super().filter_tensors(item)
+@ModelBase.register("GraniteSWAForCausalLM")
+class GraniteSWAModel(GraniteModel):
+ """Conversion for IBM's GraniteSWAForCausalLM (interleaved sliding window attention)"""
+ model_arch = gguf.MODEL_ARCH.GRANITE_SWA
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+
+ if name.endswith("sinks"):
+ name += ".weight"
+
+ return super().filter_tensors((name, gen))
+
+ def set_gguf_parameters(self):
+ """GraniteSWA uses Granite parameters plus sliding window configuration."""
+ super().set_gguf_parameters()
+
+ # Add sliding_window from config
+ sliding_window = self.hparams.get("sliding_window", 128)
+ self.gguf_writer.add_sliding_window(sliding_window)
+ logger.info("gguf: (granite_swa) sliding_window = %s", sliding_window)
+
+ # Derive sliding_window_pattern from layer_types
+ if layer_types := self.hparams.get("layer_types"):
+ is_swa = [t == "sliding_attention" for t in layer_types]
+ self.gguf_writer.add_sliding_window_pattern(is_swa)
+ logger.info("gguf: (granite_swa) sliding_window_pattern = %d SWA layers / %d total",
+ sum(is_swa), len(is_swa))
+ else:
+ # Fall back to period-based pattern: i % 4 != 0
+ # This matches the transformers default pattern
+ n_layers = self.block_count
+ is_swa = [i % 4 != 0 for i in range(n_layers)]
+ self.gguf_writer.add_sliding_window_pattern(is_swa)
+ logger.info("gguf: (granite_swa) sliding_window_pattern (inferred) = %d SWA layers / %d total",
+ sum(is_swa), n_layers)
+
+ # Add rope_pattern from no_rope_layers
+ if no_rope_layers := self.hparams.get("no_rope_layers"):
+ # Convert 1/0 to bool (1 = use RoPE, 0 = NoPE)
+ rope_pattern = [bool(x) for x in no_rope_layers]
+ self.gguf_writer.add_rope_pattern(rope_pattern)
+ logger.info("gguf: (granite_swa) rope_pattern = %d RoPE layers / %d total",
+ sum(rope_pattern), len(rope_pattern))
+
+
+@ModelBase.register("GraniteMoeSWAForCausalLM")
+class GraniteMoeSWAModel(GraniteSWAModel):
+ """Conversion for IBM's GraniteMoeSWAForCausalLM (unified dense + MoE with iSWA)"""
+ model_arch = gguf.MODEL_ARCH.GRANITE_SWA
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ if shared_intermediate_size := self.hparams.get("shared_intermediate_size"):
+ self.gguf_writer.add_expert_shared_feed_forward_length(shared_intermediate_size)
+ logger.info("gguf: (granitemoewa) shared_intermediate_size = %s", shared_intermediate_size)
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ """Split merged MoE tensors (gate+up) following standard MoE pattern."""
+
+ # Handle expert FFN tensors (merged gate+up) - swash format: experts.gate_up_proj
+ # Kept fused since inference (build_moe_ffn) supports a single gate_up_exps
+ # tensor for the routed experts.
+ if name.endswith("block_sparse_moe.experts.gate_up_proj"):
+ ffn_dim = self.hparams["intermediate_size"]
+ assert data_torch.shape[-2] == 2 * ffn_dim, f"Merged FFN tensor size must be 2 * intermediate_size, got {data_torch.shape[-2]}"
+ yield from ModelBase.modify_tensors(self, data_torch, self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_UP_EXP, bid), bid)
+ return
+
+ # Handle expert FFN down projection - swash format: experts.down_proj
+ if name.endswith("block_sparse_moe.experts.down_proj"):
+ yield from ModelBase.modify_tensors(self, data_torch, self.format_tensor_name(gguf.MODEL_TENSOR.FFN_DOWN_EXP, bid), bid)
+ return
+
+ # Handle expert FFN tensors (merged gate+up) - standard granite format: input_linear.weight
+ # Kept fused since inference (build_moe_ffn) supports a single gate_up_exps
+ # tensor for the routed experts.
+ if name.endswith("block_sparse_moe.input_linear.weight"):
+ ffn_dim = self.hparams["intermediate_size"]
+ assert data_torch.shape[-2] == 2 * ffn_dim, "Merged FFN tensor size must be 2 * intermediate_size"
+ yield from ModelBase.modify_tensors(self, data_torch, self.format_tensor_name(gguf.MODEL_TENSOR.FFN_GATE_UP_EXP, bid), bid)
+ return
+
+ # Handle shared expert FFN tensors (if present) - kept fused since
+ # inference (build_ffn) supports a single ffn_up_shexp tensor with
+ # LLM_FFN_SWIGLU for the shared expert.
+ if name.endswith("shared_mlp.input_linear.weight"):
+ ffn_dim = self.hparams.get("shared_intermediate_size", self.hparams["intermediate_size"])
+ assert data_torch.shape[-2] == 2 * ffn_dim, "Merged FFN tensor size must be 2 * shared_intermediate_size"
+ yield from ModelBase.modify_tensors(self, data_torch, self.format_tensor_name(gguf.MODEL_TENSOR.FFN_UP_SHEXP, bid), bid)
+ return
+
+ # Handle shared expert output (if present)
+ if name.endswith("shared_mlp.output_linear.weight"):
+ yield from ModelBase.modify_tensors(self, data_torch, self.format_tensor_name(gguf.MODEL_TENSOR.FFN_DOWN_SHEXP, bid), bid)
+ return
+
+ # Pass through to parent for all other tensors (including sinks)
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
@ModelBase.register("GraniteMoeForCausalLM", "GraniteMoeSharedForCausalLM")
+@ModelBase.example("ibm-granite/granite-3.1-3b-a800m-instruct")
class GraniteMoeModel(GraniteModel):
"""Conversion for IBM's GraniteMoeForCausalLM"""
model_arch = gguf.MODEL_ARCH.GRANITE_MOE
@@ -123,7 +227,169 @@ class GraniteMoeModel(GraniteModel):
yield from super().modify_tensors(data_torch, name, bid)
+@ModelBase.register("GraniteSwitchForCausalLM")
+@ModelBase.example("ibm-granite/granite-switch-4.1-3b-preview")
+class GraniteSwitchModel(GraniteMoeModel):
+ """Dense, all-attention Granite with N per-token embedded LoRA adapters, stacked
+ over the adapter dim with a zero adapter at slot 0 (N = num_adapters + 1)."""
+ model_arch = gguf.MODEL_ARCH.GRANITE_SWITCH
+
+ # permute q/k per-slice below (NORM-rope layout), not via the parent's auto-permute
+ undo_permute = False
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ # the weightless switch reserves one cache slot: one fewer block than num_hidden_layers
+ self.block_count = self.block_count - 1
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ self._n_adapters = int(self.hparams["num_adapters"])
+ self._max_lora_rank = int(self.hparams["max_lora_rank"])
+ self._n_slots = self._n_adapters + 1 # +1 for the zero slot at index 0
+
+ n_head = int(self.hparams["num_attention_heads"])
+ n_kv_head = int(self.hparams["num_key_value_heads"])
+ head_dim = (
+ self.hparams.get("projection_head_dim")
+ or self.hparams.get("head_dim")
+ or (self.hparams["hidden_size"] // n_head)
+ )
+ self._n_head = n_head
+ self._n_kv_head = n_kv_head
+ self._head_dim = int(head_dim)
+ self._q_size = n_head * self._head_dim
+ self._kv_size = n_kv_head * self._head_dim
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ # dense: pin expert_used_count to 0 (config carries a leftover num_experts_per_tok)
+ if not self.hparams.get("num_local_experts"):
+ self.gguf_writer.add_expert_used_count(0)
+
+ self.gguf_writer.add_adapter_count(self._n_adapters)
+ self.gguf_writer.add_adapter_lora_rank(self._max_lora_rank)
+ self.gguf_writer.add_adapter_token_ids_activate(self.hparams["adapter_token_ids"])
+ self.gguf_writer.add_adapter_token_ids_substitute(self.hparams["adapter_substitute_token_ids"])
+ router_gain = float(self.hparams.get("control_token_gain", 15.0))
+ self.gguf_writer.add_adapter_router_gain(router_gain)
+ logger.info("gguf: (graniteswitch) num_adapters=%s max_lora_rank=%s n_slots=%s router_gain=%s", self._n_adapters, self._max_lora_rank, self._n_slots, router_gain)
+
+ def _lora_a(self, data: Tensor) -> Tensor:
+ # on-disk A: [n_adapters, 1, max_rank, in] -> [n_adapters+1, max_rank, in]
+ a = data.squeeze(1)
+ zero = torch.zeros_like(a[:1])
+ return torch.cat([zero, a], dim=0).contiguous()
+
+ def _lora_b(self, data: Tensor, permute_n_head: int | None = None) -> Tensor:
+ # on-disk B: [n_adapters, 1, out, max_rank] -> [n_adapters+1, out, max_rank]
+ b = data.squeeze(1)
+ if permute_n_head is not None:
+ # permute each adapter's B output rows to match the permuted q/k base
+ b = torch.stack([self.permute(b[i], permute_n_head, permute_n_head) for i in range(b.shape[0])], dim=0)
+ zero = torch.zeros_like(b[:1])
+ return torch.cat([zero, b], dim=0).contiguous()
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ T = gguf.MODEL_TENSOR
+
+ # skip the weightless switch + control-token buffers (rebuilt at load time)
+ bare = name.split(".")[-1]
+ if (
+ name.startswith("model.switch.") or name.startswith("switch.")
+ or bare in ("adapter_token_ids", "control_to_substitute_lut")
+ ):
+ return
+
+ if "self_attn.qkv_proj" in name:
+ if name.endswith("base_layer.weight"):
+ # fused [q|k|v] rows: permute q/k row-blocks for ggml's NORM-rope layout
+ q, k, v = data_torch.split([self._q_size, self._kv_size, self._kv_size], dim=0)
+ q = self.permute(q, self._n_head, self._n_head)
+ k = self.permute(k, self._n_kv_head, self._n_kv_head)
+ fused = torch.cat([q, k, v], dim=0)
+ yield (self.format_tensor_name(T.ATTN_QKV, bid), fused)
+ return
+ if "lora_A_slices." in name:
+ slot = int(name.rsplit(".", 1)[1])
+ key = {0: T.ATTN_Q, 1: T.ATTN_K, 2: T.ATTN_V}[slot]
+ yield (self.format_tensor_name(key, bid, suffix=".lora_a"), self._lora_a(data_torch))
+ return
+ if "lora_B_slices." in name:
+ slot = int(name.rsplit(".", 1)[1])
+ key, ph = {
+ 0: (T.ATTN_Q, self._n_head),
+ 1: (T.ATTN_K, self._n_kv_head),
+ 2: (T.ATTN_V, None),
+ }[slot]
+ yield (self.format_tensor_name(key, bid, suffix=".lora_b"), self._lora_b(data_torch, ph))
+ return
+ raise ValueError(f"Unexpected qkv_proj tensor: {name}")
+
+ if "self_attn.o_proj" in name:
+ if name.endswith("base_layer.weight"):
+ yield (self.format_tensor_name(T.ATTN_OUT, bid), data_torch)
+ return
+ if name.endswith("lora_A"):
+ yield (self.format_tensor_name(T.ATTN_OUT, bid, suffix=".lora_a"), self._lora_a(data_torch))
+ return
+ if name.endswith("lora_B"):
+ yield (self.format_tensor_name(T.ATTN_OUT, bid, suffix=".lora_b"), self._lora_b(data_torch))
+ return
+ raise ValueError(f"Unexpected o_proj tensor: {name}")
+
+ if "shared_mlp.input_linear" in name:
+ ffn = self.hparams["shared_intermediate_size"]
+ if name.endswith("base_layer.weight"):
+ gate, up = data_torch.split([ffn, ffn], dim=0)
+ yield (self.format_tensor_name(T.FFN_GATE, bid), gate)
+ yield (self.format_tensor_name(T.FFN_UP, bid), up)
+ return
+ if "lora_A_slices." in name:
+ slot = int(name.rsplit(".", 1)[1])
+ key = {0: T.FFN_GATE, 1: T.FFN_UP}[slot]
+ yield (self.format_tensor_name(key, bid, suffix=".lora_a"), self._lora_a(data_torch))
+ return
+ if "lora_B_slices." in name:
+ slot = int(name.rsplit(".", 1)[1])
+ key = {0: T.FFN_GATE, 1: T.FFN_UP}[slot]
+ yield (self.format_tensor_name(key, bid, suffix=".lora_b"), self._lora_b(data_torch))
+ return
+ raise ValueError(f"Unexpected shared_mlp.input_linear tensor: {name}")
+
+ if "shared_mlp.output_linear" in name:
+ if name.endswith("base_layer.weight"):
+ yield (self.format_tensor_name(T.FFN_DOWN, bid), data_torch)
+ return
+ if name.endswith("lora_A"):
+ yield (self.format_tensor_name(T.FFN_DOWN, bid, suffix=".lora_a"), self._lora_a(data_torch))
+ return
+ if name.endswith("lora_B"):
+ yield (self.format_tensor_name(T.FFN_DOWN, bid, suffix=".lora_b"), self._lora_b(data_torch))
+ return
+ raise ValueError(f"Unexpected shared_mlp.output_linear tensor: {name}")
+
+ if bid is not None and ".layers." in name and (
+ "input_layernorm" in name or "post_attention_layernorm" in name
+ ):
+ key = T.ATTN_NORM if "input_layernorm" in name else T.FFN_NORM
+ yield (self.format_tensor_name(key, bid), data_torch)
+ return
+
+ if name in ("model.embed_tokens.weight", "embed_tokens.weight"):
+ yield (self.format_tensor_name(T.TOKEN_EMBD), data_torch)
+ return
+ if name in ("model.norm.weight", "norm.weight"):
+ yield (self.format_tensor_name(T.OUTPUT_NORM), data_torch)
+ return
+ if name == "lm_head.weight":
+ return # tied to token_embd
+
+ raise ValueError(f"graniteswitch: unhandled tensor {name!r} (bid={bid})")
+
+
@ModelBase.register("GraniteMoeHybridForCausalLM", "BambaForCausalLM")
+@ModelBase.example("ibm-granite/granite-4.0-h-tiny", "ibm-ai-platform/Bamba-9B-v2")
class GraniteHybridModel(Mamba2Model, GraniteMoeModel):
"""GraniteHybrid is a hybrid SSM + Attention model that uses Mamba2 SSM
layers and optionally uses MoE w/ a shared expert"""
@@ -266,6 +532,7 @@ class GraniteHybridModel(Mamba2Model, GraniteMoeModel):
@ModelBase.register("GraniteSpeechForConditionalGeneration")
+@ModelBase.example("ibm-granite/granite-speech-3.3-2b", "ibm-granite/granite-4.0-1b-speech")
class GraniteSpeechMmprojModel(MmprojModel):
has_vision_encoder = False
has_audio_encoder = True
@@ -348,7 +615,37 @@ class GraniteSpeechMmprojModel(MmprojModel):
yield from super().modify_tensors(data_torch, name, bid)
+@ModelBase.register("GraniteSpeechPlusForConditionalGeneration")
+@ModelBase.example("ibm-granite/granite-speech-4.1-2b-plus")
+class GraniteSpeechPlusMmprojModel(GraniteSpeechMmprojModel):
+ """Conversion for GraniteSpeechPlus - extends GraniteSpeech with feature layer concatenation"""
+ has_vision_encoder = False
+ has_audio_encoder = True
+
+ def set_gguf_parameters(self):
+ assert self.hparams_audio is not None
+ super().set_gguf_parameters()
+
+ # Add feature_layer if present in encoder config
+ if feature_layers := self.hparams_audio.get("cat_hidden_layers"):
+ self.gguf_writer.add_audio_feature_layers(feature_layers)
+ logger.info(f"gguf: audio feature_layers = {feature_layers}")
+
+ # Validate projector dimension matches concatenated encoder output
+ hidden_dim = self.hparams_audio["hidden_dim"]
+ expected_dim = hidden_dim * (len(feature_layers) + 1)
+ projector_dim = self.global_config["projector_config"]["encoder_hidden_size"]
+
+ if projector_dim != expected_dim:
+ raise ValueError(
+ f"Projector encoder_hidden_size ({projector_dim}) does not match "
+ f"expected concatenated dimension ({expected_dim}). "
+ f"Expected: hidden_dim ({hidden_dim}) * (len(feature_layers) + 1) = {expected_dim}"
+ )
+
+
@ModelBase.register("Granite4VisionForConditionalGeneration")
+@ModelBase.example("ibm-granite/granite-4.0-3b-vision")
class Granite4VisionMmprojModel(MmprojModel):
has_vision_encoder = True
has_audio_encoder = False
diff --git a/conversion/grok.py b/conversion/grok.py
index 9098e514a3..b966361d29 100644
--- a/conversion/grok.py
+++ b/conversion/grok.py
@@ -13,6 +13,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("GrokForCausalLM", "Grok1ForCausalLM")
+@ModelBase.example("keyfan/grok-1-hf")
class GrokModel(TextModel):
model_arch = gguf.MODEL_ARCH.GROK
diff --git a/conversion/grovemoe.py b/conversion/grovemoe.py
index a8be931cb9..f418f18ac4 100644
--- a/conversion/grovemoe.py
+++ b/conversion/grovemoe.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("GroveMoeForCausalLM", "modeling_grove_moe.GroveMoeForCausalLM")
+@ModelBase.example("inclusionAI/GroveMoE-Inst")
class GroveMoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.GROVEMOE
diff --git a/conversion/hunyuan.py b/conversion/hunyuan.py
index 537f023aa0..ee1a106545 100644
--- a/conversion/hunyuan.py
+++ b/conversion/hunyuan.py
@@ -1,6 +1,7 @@
from __future__ import annotations
import json
+import re
from pathlib import Path
from typing import Callable, Iterable, TYPE_CHECKING
@@ -16,6 +17,7 @@ from .qwen import QwenModel
@ModelBase.register("HunYuanMoEV1ForCausalLM")
+@ModelBase.example("tencent/Hunyuan-A13B-Instruct")
class HunYuanMoEModel(TextModel):
model_arch = gguf.MODEL_ARCH.HUNYUAN_MOE
@@ -153,6 +155,7 @@ class HunYuanMoEModel(TextModel):
@ModelBase.register("HunYuanDenseV1ForCausalLM")
+@ModelBase.example("tencent/Hunyuan-4B-Instruct")
class HunYuanModel(TextModel):
model_arch = gguf.MODEL_ARCH.HUNYUAN_DENSE
@@ -289,6 +292,7 @@ class HunYuanModel(TextModel):
@ModelBase.register("HunYuanVLForConditionalGeneration")
+@ModelBase.example("tencent/HunyuanOCR")
class HunyuanVLVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -332,11 +336,18 @@ class HunyuanVLVisionModel(MmprojModel):
@ModelBase.register("HunYuanVLForConditionalGeneration")
+@ModelBase.example("tencent/HunyuanOCR")
class HunyuanVLTextModel(HunYuanModel):
model_arch = gguf.MODEL_ARCH.HUNYUAN_VL
def __init__(self, dir_model: Path, *args, **kwargs):
super().__init__(dir_model, *args, **kwargs)
+ # transformers 5.13.0 encodes HunyuanVL XD-RoPE as dynamic + mrope_section.
+ # Normalize it to avoid the HunYuan dynamic-RoPE context assertion.
+ if self.rope_parameters.get("rope_type") == "dynamic" and "mrope_section" in self.rope_parameters:
+ self.rope_parameters["rope_type"] = "xdrope"
+ self.rope_parameters["type"] = "xdrope"
+ self.rope_parameters["xdrope_section"] = list(self.rope_parameters["mrope_section"])
def set_gguf_parameters(self):
super().set_gguf_parameters()
@@ -355,3 +366,107 @@ class HunyuanVLTextModel(HunYuanModel):
self.gguf_writer.add_context_length(ctx_len)
self.gguf_writer.add_rope_dimension_sections(list(self.rope_parameters["xdrope_section"]))
+
+
+@ModelBase.register("HYV3ForCausalLM")
+@ModelBase.example("tencent/Hy3")
+class HYV3Model(TextModel):
+ model_arch = gguf.MODEL_ARCH.HY_V3
+ supports_mtp_export = True
+
+ # Trunk layer count, stashed before indexing so the classmethod
+ # filter_tensors can identify the appended MTP block(s) (mirrors
+ # Step35Model).
+ _n_main_layers: int | None = None
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ # NextN/MTP layers are appended past num_hidden_layers; extend the
+ # tensor map so the MTP block's tensors resolve to blk.<n>.* names.
+ n_nextn = int(self.hparams.get("num_nextn_predict_layers", 0))
+ if n_nextn > 0 and not self.no_mtp:
+ self.block_count += n_nextn
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None):
+ type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+ def set_vocab(self):
+ self._set_vocab_gpt2()
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ self.gguf_writer.add_expert_feed_forward_length(self.hparams["moe_intermediate_size"])
+ self.gguf_writer.add_expert_shared_feed_forward_length(
+ self.hparams["moe_intermediate_size"] * self.hparams.get("num_shared_experts", 1)
+ )
+ self.gguf_writer.add_expert_weights_norm(self.hparams.get("route_norm", True))
+ self.gguf_writer.add_expert_weights_scale(float(self.hparams.get("router_scaling_factor", 1.0)))
+ # sigmoid router with expert selection bias
+ self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID)
+
+ n_nextn = int(self.hparams.get("num_nextn_predict_layers", 0))
+ if n_nextn > 0 and not self.no_mtp:
+ self.gguf_writer.add_nextn_predict_layers(n_nextn)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+
+ # HY V3 appends the MTP block(s) past num_hidden_layers.
+ assert cls._n_main_layers is not None
+ is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+
+ # --no-mtp: drop the appended MTP block(s) entirely.
+ if is_mtp and cls.no_mtp:
+ return None
+ # --mtp: keep ONLY MTP-block tensors plus the shared embeddings/norm/
+ # lm_head (so the resulting GGUF carries just the draft head).
+ if cls.mtp_only and not is_mtp and name not in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ ):
+ return None
+
+ # The MTP block's trailing final_layernorm (applied after the decoder
+ # block, before the shared LM head) maps to nextn.shared_head_norm.
+ if is_mtp:
+ name = name.replace(".final_layernorm.", ".shared_head.norm.")
+
+ return name, gen
+
+ _experts: list[dict[str, Tensor]] | None = None
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # merge the per-expert tensors into stacked 3d tensors
+ if name.startswith("model.layers.") and ".mlp.experts." in name:
+ n_experts = self.find_hparam(["num_local_experts", "num_experts"])
+ assert bid is not None
+
+ if self._experts is None:
+ self._experts = [{} for _ in range(self.block_count)]
+
+ self._experts[bid][name] = data_torch
+
+ if len(self._experts[bid]) >= n_experts * 3:
+ for w_name in ("down_proj", "gate_proj", "up_proj"):
+ datas: list[Tensor] = []
+ for xid in range(n_experts):
+ ename = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight"
+ datas.append(self._experts[bid][ename])
+ del self._experts[bid][ename]
+
+ merged = torch.stack(datas, dim=0)
+ yield from super().modify_tensors(merged, f"model.layers.{bid}.mlp.experts.{w_name}.weight", bid)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+ if self._experts is not None:
+ experts = [k for d in self._experts for k in d.keys()]
+ if experts:
+ raise ValueError(f"Unprocessed experts: {experts}")
diff --git a/conversion/internlm.py b/conversion/internlm.py
index 7e11aca3ce..df2668474f 100644
--- a/conversion/internlm.py
+++ b/conversion/internlm.py
@@ -14,6 +14,7 @@ from .llama import LlamaModel
@ModelBase.register("InternLM2ForCausalLM")
+@ModelBase.example("internlm/internlm2-chat-7b")
class InternLM2Model(TextModel):
model_arch = gguf.MODEL_ARCH.INTERNLM2
@@ -170,6 +171,7 @@ class InternLM2Model(TextModel):
@ModelBase.register("InternLM3ForCausalLM")
+@ModelBase.example("internlm/internlm3-8b-instruct")
class InternLM3Model(TextModel):
model_arch = gguf.MODEL_ARCH.LLAMA
diff --git a/conversion/internvl.py b/conversion/internvl.py
index 9a2a1e43df..799e23f5f5 100644
--- a/conversion/internvl.py
+++ b/conversion/internvl.py
@@ -9,6 +9,7 @@ from .base import MmprojModel, ModelBase, gguf
@ModelBase.register("InternVisionModel")
+@ModelBase.example("OpenGVLab/InternVL3-2B", "OpenGVLab/InternVL2_5-1B")
class InternVisionModel(MmprojModel):
min_dynamic_tiles: int = 0
diff --git a/conversion/jais.py b/conversion/jais.py
index 00add4c77f..f3f96c3efd 100644
--- a/conversion/jais.py
+++ b/conversion/jais.py
@@ -11,6 +11,8 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("Jais2ForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] inceptionai/Jais-2-8B-Chat is gated
+# [TAG_HF_EXAMPLE_MISSING]
class Jais2Model(TextModel):
model_arch = gguf.MODEL_ARCH.JAIS2
@@ -22,6 +24,7 @@ class Jais2Model(TextModel):
@ModelBase.register("JAISLMHeadModel")
+@ModelBase.example("inceptionai/jais-family-590m")
class JaisModel(TextModel):
model_arch = gguf.MODEL_ARCH.JAIS
diff --git a/conversion/jamba.py b/conversion/jamba.py
index da712ba501..a2e642cb01 100644
--- a/conversion/jamba.py
+++ b/conversion/jamba.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("JambaForCausalLM")
+@ModelBase.example("ai21labs/Jamba-v0.1")
class JambaModel(TextModel):
model_arch = gguf.MODEL_ARCH.JAMBA
diff --git a/conversion/januspro.py b/conversion/januspro.py
index b49691205c..0f71ab3cd6 100644
--- a/conversion/januspro.py
+++ b/conversion/januspro.py
@@ -11,6 +11,7 @@ from .llama import LlamaModel
@ModelBase.register("JanusForConditionalGeneration")
+@ModelBase.example("deepseek-community/Janus-Pro-1B")
class JanusProModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.LLAMA # reuse Llama arch
@@ -34,6 +35,7 @@ class JanusProModel(LlamaModel):
@ModelBase.register("JanusForConditionalGeneration")
+@ModelBase.example("deepseek-community/Janus-Pro-1B")
class JanusProVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
diff --git a/conversion/kimi_k3.py b/conversion/kimi_k3.py
new file mode 100644
index 0000000000..d15d1d64bf
--- /dev/null
+++ b/conversion/kimi_k3.py
@@ -0,0 +1,376 @@
+from __future__ import annotations
+
+import re
+from pathlib import Path
+from typing import Callable, Iterable, Iterator, TYPE_CHECKING
+
+import numpy as np
+import torch
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import LazyTorchTensor, ModelBase, TextModel, gguf, logger
+
+from .kimi_linear import KimiLinearModel
+
+
+@ModelBase.register("KimiK3ForConditionalGeneration")
+@ModelBase.example("moonshotai/Kimi-K3")
+class KimiK3Model(TextModel):
+ """
+ Kimi-K3 text model (KimiLinearForCausalLM under a `language_model.` prefix).
+
+ Shares the hybrid MLA + KDA skeleton with kimi-linear, but that converter
+ cannot load it: K3 adds cross-layer attention residuals, a latent MoE, the
+ situ activation, an MLA output gate and a full-rank KDA gate.
+
+ The vision tower and mm_projector are skipped - text only for now.
+ """
+
+ model_arch = gguf.MODEL_ARCH.KIMI_K3
+
+ _experts: list[dict[str, Tensor]] | None = None
+
+ # `<x>_res_norm.weight` and `<x>_res_proj.weight` are only used as their
+ # elementwise product, so they are fused into one [n_embd] vector here.
+ # they arrive apart, so buffer the first one and tag it with its kind.
+ _res_parts: dict[str, tuple[str, Tensor]]
+
+ # HF suffix -> (gguf tensor, per-layer?)
+ _RES_FUSIONS = {
+ "self_attention_res": (gguf.MODEL_TENSOR.ATTN_RES_SCORE, True),
+ "mlp_res": (gguf.MODEL_TENSOR.FFN_RES_SCORE, True),
+ "output_attn_res": (gguf.MODEL_TENSOR.OUTPUT_RES_SCORE, False),
+ }
+
+ # compressed-tensors MXFP4. the `language_model.` prefix is still there, as
+ # self.model_tensors is keyed by the raw checkpoint names
+ _MXFP4_FORMAT = "mxfp4-pack-quantized"
+ _MXFP4_EXPERT_RE = re.compile(
+ r"^(?:language_model\.)?model\.layers\.(\d+)"
+ r"\.block_sparse_moe\.experts\.(\d+)\.(w[123])\.weight_packed$"
+ )
+ _MXFP4_PROJ = {
+ "w1": gguf.MODEL_TENSOR.FFN_GATE_EXP,
+ "w2": gguf.MODEL_TENSOR.FFN_DOWN_EXP,
+ "w3": gguf.MODEL_TENSOR.FFN_UP_EXP,
+ }
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self._res_parts = {}
+
+ def set_vocab(self):
+ # K3 has the same TikToken vocab as K2, so kimi-linear's vocab handling works.
+ # borrowed, not inherited: the method only touches TextModel members, and K3
+ # shares none of kimi-linear's tensor layout.
+ KimiLinearModel.set_vocab(self) # ty: ignore[invalid-argument-type]
+
+ # ...but that forces eos to the tokenizer's eos_id, which is [EOS], the
+ # document terminator. K3's config says <|end_of_msg|>, the turn terminator;
+ # with [EOS] the generation never stops at the end of a turn.
+ if (eos := self.hparams.get("eos_token_id")) is not None:
+ logger.info(f"restoring configured eos_token_id {eos} (kimi-linear forces the tokenizer's)")
+ self.gguf_writer.add_eos_token_id(eos)
+
+ # K3 renders chats in python (encoding_k3.py) and ships no jinja template,
+ # so add the bundled one when the model has none
+ if gguf.SpecialVocab(self.dir_model, load_merges=False).chat_template is None:
+ template_path = Path(__file__).parent.parent / "models" / "templates" / "Kimi-K3.jinja"
+ logger.info(f"gguf: model has no chat template, using {template_path.name}")
+ self.gguf_writer.add_chat_template(template_path.read_text(encoding="utf-8"))
+
+ #
+ # compressed-tensors MXFP4 -> ggml MXFP4
+ #
+
+ def _is_mxfp4_packed(self) -> bool:
+ quant_config = self.hparams.get("quantization_config") or {}
+ return (quant_config.get("quant_method") == "compressed-tensors"
+ and quant_config.get("format") == self._MXFP4_FORMAT)
+
+ def dequant_model(self):
+ if not self._is_mxfp4_packed():
+ return super().dequant_model()
+
+ # skipping base.py's dequant is only safe if the experts are the only
+ # quantized tensors, so check it
+ stray = [n for n in self.model_tensors
+ if n.endswith(".weight_packed") and not self._MXFP4_EXPERT_RE.match(n)]
+ if stray:
+ raise NotImplementedError(
+ f"{len(stray)} MXFP4 tensor(s) outside the routed experts, e.g. {stray[0]!r}; "
+ "only the routed experts have a repack path"
+ )
+
+ def _mxfp4_expert_tensor(self, loaders: list[tuple[Callable[[], Tensor], Callable[[], Tensor]]]):
+ """
+ One stacked [n_expert, rows, cols] MXFP4 tensor, built lazily.
+
+ gguf_writer holds every added tensor until the final write, so building
+ this eagerly (like the DeepSeek-V4 path does) keeps all ~1.38 TB of
+ experts in memory. lazy means only the tensor being written is resident.
+ """
+ # meta shapes, so this does not read any weights
+ rows, packed_cols = loaders[0][0]().shape
+ n_blocks = (packed_cols * 2) // 32
+ byte_shape = (len(loaders), rows, n_blocks * 17)
+
+ def load(fns: list[tuple[Callable[[], Tensor], Callable[[], Tensor]]]) -> np.ndarray:
+ out = np.empty(byte_shape, dtype=np.uint8)
+ for eid, (packed_fn, scale_fn) in enumerate(fns):
+ out[eid] = self.repack_mxfp4_blocks(
+ LazyTorchTensor.to_eager(packed_fn()),
+ LazyTorchTensor.to_eager(scale_fn()),
+ )
+ return out
+
+ # loaders goes through args, not the closure, so that `func` matches
+ # LazyBase's single-argument shape
+ return gguf.LazyNumpyTensor(
+ meta=gguf.LazyNumpyTensor.meta_with_dtype_and_shape(np.uint8, byte_shape),
+ args=(loaders,),
+ func=load,
+ )
+
+ def _write_mxfp4_experts(self) -> None:
+ n_experts = self.hparams["num_experts"]
+
+ # (bid, wid) -> {expert id: (packed name, scale name)}
+ groups: dict[tuple[int, str], dict[int, tuple[str, str]]] = {}
+ for name in self.model_tensors:
+ m = self._MXFP4_EXPERT_RE.match(name)
+ if m is None:
+ continue
+ bid, eid, wid = int(m.group(1)), int(m.group(2)), m.group(3)
+ scale_name = name.removesuffix("_packed") + "_scale"
+ if scale_name not in self.model_tensors:
+ raise KeyError(f"missing {scale_name} for {name}")
+ groups.setdefault((bid, wid), {})[eid] = (name, scale_name)
+
+ consumed: list[str] = []
+ for (bid, wid), experts in sorted(groups.items()):
+ missing = [e for e in range(n_experts) if e not in experts]
+ if missing:
+ raise KeyError(
+ f"layer {bid} {wid}: {len(missing)} of {n_experts} experts missing, "
+ f"first is {missing[0]}"
+ )
+ if len(experts) != n_experts:
+ raise KeyError(f"layer {bid} {wid}: {len(experts)} experts, expected {n_experts}")
+
+ loaders = []
+ for eid in range(n_experts):
+ packed_name, scale_name = experts[eid]
+ loaders.append((self.model_tensors[packed_name], self.model_tensors[scale_name]))
+ consumed += [packed_name, scale_name]
+
+ data = self._mxfp4_expert_tensor(loaders)
+ new_name = self.format_tensor_name(self._MXFP4_PROJ[wid], bid)
+ shape = gguf.quant_shape_from_byte_shape(data.shape, gguf.GGMLQuantizationType.MXFP4)
+ logger.info(
+ f"{new_name}: repacked {n_experts} experts to MXFP4, "
+ f"shape = {{{', '.join(str(n) for n in reversed(shape))}}}"
+ )
+ self.gguf_writer.add_tensor(new_name, data, raw_dtype=gguf.GGMLQuantizationType.MXFP4)
+
+ for name in consumed:
+ del self.model_tensors[name]
+
+ def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
+ # not a generator on purpose: base.py chains this with get_tensors(), so the
+ # tensors used here must be removed from model_tensors before that starts
+ if self._is_mxfp4_packed():
+ self._write_mxfp4_experts()
+ return ()
+
+ def get_tensors(self) -> Iterator[tuple[str, Tensor]]:
+ for name, data in super().get_tensors():
+ if name.startswith(("vision_tower.", "mm_projector.")):
+ continue # text only
+ if name.startswith("language_model."):
+ name = name[len("language_model."):]
+ yield name, data
+
+ def set_gguf_parameters(self):
+ # MLA is served as MQA with a single large head, then decompressed
+ self.hparams["num_key_value_heads"] = 1
+
+ super().set_gguf_parameters()
+ self.gguf_writer.add_vocab_size(self.hparams["vocab_size"])
+
+ linear_attn_config = self.hparams["linear_attn_config"]
+
+ # n_head_kv == 0 marks a KDA (recurrent) layer. the layer lists are 1-indexed,
+ # as KimiLinearConfig.is_kda_layer uses (layer_idx + 1)
+ full_attn_layers = linear_attn_config["full_attn_layers"]
+ n_kv_heads = [
+ self.hparams["num_key_value_heads"] if (il + 1) in full_attn_layers else 0
+ for il in range(self.hparams["num_hidden_layers"])
+ ]
+ assert len(n_kv_heads) == self.hparams["num_hidden_layers"]
+ self.gguf_writer.add_head_count_kv(n_kv_heads)
+
+ # --- KDA ---
+ self.gguf_writer.add_ssm_conv_kernel(linear_attn_config["short_conv_kernel_size"])
+ self.gguf_writer.add_kda_head_dim(linear_attn_config["head_dim"])
+ if (lb := linear_attn_config.get("gate_lower_bound")) is not None:
+ self.gguf_writer.add_kda_gate_lower_bound(lb)
+
+ # --- MLA ---
+ if (q_lora_rank := self.hparams.get("q_lora_rank")) is not None:
+ self.gguf_writer.add_q_lora_rank(q_lora_rank)
+ kv_lora_rank = self.hparams["kv_lora_rank"]
+ self.gguf_writer.add_kv_lora_rank(kv_lora_rank)
+
+ qk_nope_head_dim = self.hparams["qk_nope_head_dim"]
+ qk_rope_head_dim = self.hparams["qk_rope_head_dim"]
+ v_head_dim = self.hparams["v_head_dim"]
+ # K3 is nope-only; qk_rope_head_dim still sizes the un-absorbed part of K
+ assert self.hparams.get("mla_use_nope"), "K3 MLA is expected to be nope-only"
+ self.gguf_writer.add_rope_dimension_count(qk_rope_head_dim)
+ # MLA is served as MQA, so the cache holds the compressed latent
+ self.gguf_writer.add_key_length(kv_lora_rank + qk_rope_head_dim)
+ self.gguf_writer.add_value_length(kv_lora_rank)
+ self.gguf_writer.add_key_length_mla(qk_nope_head_dim + qk_rope_head_dim)
+ self.gguf_writer.add_value_length_mla(v_head_dim)
+
+ # --- MoE ---
+ self.gguf_writer.add_expert_feed_forward_length(self.hparams["moe_intermediate_size"])
+ self.gguf_writer.add_expert_shared_count(self.hparams["num_shared_experts"])
+ self.gguf_writer.add_leading_dense_block_count(self.hparams["first_k_dense_replace"])
+ self.gguf_writer.add_expert_weights_scale(self.hparams["routed_scaling_factor"])
+ self.gguf_writer.add_expert_weights_norm(self.hparams["moe_renormalize"])
+ assert self.hparams["moe_router_activation_func"] == "sigmoid"
+ self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID)
+ # latent MoE: routed experts live in a down-projected space
+ if (latent := self.hparams.get("routed_expert_hidden_size")) is not None:
+ self.gguf_writer.add_expert_latent_length(latent)
+
+ # --- situ activation ---
+ assert self.hparams["hidden_act"] == "situ", \
+ f"unexpected hidden_act {self.hparams['hidden_act']!r}"
+ self.gguf_writer.add_activation_situ_beta(self.hparams["activation_situ_beta"])
+ self.gguf_writer.add_activation_situ_linear_beta(self.hparams["activation_situ_linear_beta"])
+
+ # --- cross-layer attention residuals ---
+ self.gguf_writer.add_attn_res_block_size(self.hparams["attn_res_block_size"])
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+ if self._experts is not None:
+ leftover = [k for d in self._experts for k in d.keys()]
+ if leftover:
+ raise ValueError(f"Unprocessed experts: {leftover}")
+ if self._res_parts:
+ raise ValueError(f"Unpaired attention-residual tensors: {sorted(self._res_parts)}")
+ if self._is_mxfp4_packed():
+ # label the file for what it is; prepare_metadata runs after this
+ self._is_mxfp4 = True
+ self.ftype = gguf.LlamaFileType.MOSTLY_MXFP4_MOE
+
+ def _try_fuse_res(self, data_torch: Tensor, name: str, bid: int | None):
+ """
+ Pair <x>_res_norm.weight with <x>_res_proj.weight and emit their product.
+
+ Returns None if this is not a res tensor, [] if buffered until its pair.
+ """
+ for prefix, (tensor_id, per_layer) in self._RES_FUSIONS.items():
+ for kind in ("norm", "proj"):
+ if not name.endswith(f"{prefix}_{kind}.weight"):
+ continue
+ key = f"{prefix}.{bid}"
+ other = self._res_parts.pop(key, None)
+ if other is None:
+ self._res_parts[key] = (kind, data_torch)
+ return []
+ other_kind, other_data = other
+ assert other_kind != kind, f"duplicate {kind} for {key}"
+ norm = data_torch if kind == "norm" else other_data
+ proj = data_torch if kind == "proj" else other_data
+ fused = norm.float().flatten() * proj.float().flatten()
+ # ".weight" suffix matches the convention map_tensor_name applies
+ new_name = (self.format_tensor_name(tensor_id, bid) if per_layer
+ else gguf.TENSOR_NAMES[tensor_id] + ".weight")
+ logger.info(f"fused {prefix}_norm * {prefix}_proj -> {new_name}")
+ return [(new_name, fused)]
+ return None
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # --- cross-layer attention residuals: fuse norm * proj ---
+ fused = self._try_fuse_res(data_torch, name, bid)
+ if fused is not None:
+ yield from fused
+ return
+
+ # --- KDA conv1d: HF [d_inner, 1, d_conv] -> ggml ne [d_conv, 1, d_inner, 1] ---
+ # GGUF reverses the numpy shape on write, so target numpy (1, d_inner, 1, d_conv).
+ # conv_step varies fastest in both layouts, so this is a pure reshape.
+ if name.endswith((".q_conv1d.weight", ".k_conv1d.weight", ".v_conv1d.weight")):
+ if data_torch.ndim == 3: # [d_inner, 1, d_conv]
+ d_inner, _, d_conv = data_torch.shape
+ elif data_torch.ndim == 2: # [d_inner, d_conv]
+ d_inner, d_conv = data_torch.shape
+ else:
+ raise ValueError(f"unexpected conv1d rank {data_torch.ndim} for {name}")
+ data_torch = data_torch.reshape(1, d_inner, 1, d_conv)
+
+ # -exp(A_log) is folded here so the graph does not have to
+ if name.endswith(".A_log"):
+ n_head = self.hparams["num_attention_heads"]
+ data_torch = -torch.exp(data_torch.float()[:n_head])
+
+ # dt_bias -> the name SSM_DT's mapping expects
+ if name.endswith(".dt_bias"):
+ name = name.rpartition(".dt_bias")[0] + ".dt_proj.bias"
+
+ # --- g_proj is two different tensors sharing one HF name ---
+ # KDA layers: full-rank gate, [d_inner, n_embd] (replaces g_a/g_b)
+ # MLA layers: output gate, [n_head*v_head_dim, n_embd]
+ # Name-based mapping cannot tell them apart, so resolve by layer type.
+ if name.endswith(".self_attn.g_proj.weight"):
+ assert bid is not None
+ is_kda = (bid + 1) not in self.hparams["linear_attn_config"]["full_attn_layers"]
+ tensor_id = gguf.MODEL_TENSOR.SSM_G if is_kda else gguf.MODEL_TENSOR.ATTN_GATE
+ yield self.format_tensor_name(tensor_id, bid), data_torch
+ return
+
+ # --- routed experts: stack per-expert 2D weights into one 3D tensor ---
+ if ".block_sparse_moe.experts." in name:
+ n_experts = self.hparams["num_experts"]
+ assert bid is not None
+
+ if self._experts is None:
+ self._experts = [{} for _ in range(self.block_count)]
+ self._experts[bid][name] = data_torch
+
+ if len(self._experts[bid]) < n_experts * 3:
+ return
+
+ # w1: gate, w2: down, w3: up
+ for wid, tensor_id in (("w1", gguf.MODEL_TENSOR.FFN_GATE_EXP),
+ ("w2", gguf.MODEL_TENSOR.FFN_DOWN_EXP),
+ ("w3", gguf.MODEL_TENSOR.FFN_UP_EXP)):
+ datas = []
+ for xid in range(n_experts):
+ ename = f"model.layers.{bid}.block_sparse_moe.experts.{xid}.{wid}.weight"
+ datas.append(self._experts[bid].pop(ename))
+ stacked = torch.stack(datas, dim=0)
+ yield from super().modify_tensors(stacked, self.format_tensor_name(tensor_id, bid), bid)
+ return
+
+ # --- MLA absorption: split kv_b into k_b (transposed) and v_b ---
+ if name.endswith("kv_b_proj.weight"):
+ n_head_kv = self.hparams["num_key_value_heads"]
+ v_head_dim = self.hparams["v_head_dim"]
+ qk_nope_head_dim = self.hparams["qk_nope_head_dim"]
+ assert data_torch.shape[0] == n_head_kv * (v_head_dim + qk_nope_head_dim)
+ kv_b = data_torch.view(n_head_kv, v_head_dim + qk_nope_head_dim, data_torch.shape[-1])
+ k_b, v_b = torch.split(kv_b, [qk_nope_head_dim, v_head_dim], dim=1)
+ k_b = k_b.transpose(1, 2)
+ yield from super().modify_tensors(k_b, name.replace("kv_b_proj", "k_b_proj"), bid)
+ yield from super().modify_tensors(v_b, name.replace("kv_b_proj", "v_b_proj"), bid)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
diff --git a/conversion/kimi_linear.py b/conversion/kimi_linear.py
index f2e6cda83c..697ab1b4a9 100644
--- a/conversion/kimi_linear.py
+++ b/conversion/kimi_linear.py
@@ -13,6 +13,7 @@ from .qwen import QwenModel
@ModelBase.register("KimiLinearModel", "KimiLinearForCausalLM")
+@ModelBase.example("moonshotai/Kimi-Linear-48B-A3B-Instruct")
class KimiLinearModel(TextModel):
"""Kimi-Linear model with hybrid MLA+KDA architecture"""
model_arch = gguf.MODEL_ARCH.KIMI_LINEAR
diff --git a/conversion/kimivl.py b/conversion/kimivl.py
index 63b8a079b7..ae60abf309 100644
--- a/conversion/kimivl.py
+++ b/conversion/kimivl.py
@@ -11,6 +11,7 @@ from .base import MmprojModel, ModelBase, gguf
@ModelBase.register("KimiVLForConditionalGeneration")
+@ModelBase.example("moonshotai/Kimi-VL-A3B-Instruct")
class KimiVLModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -52,6 +53,7 @@ class KimiVLModel(MmprojModel):
@ModelBase.register("KimiK25ForConditionalGeneration")
+@ModelBase.example("moonshotai/Kimi-K2.5")
class KimiK25Model(MmprojModel):
"""Kimi-K2.5 with MoonViT3d vision encoder"""
@@ -152,3 +154,20 @@ class KimiK25Model(MmprojModel):
name = name.replace(".proj.2.", ".proj.linear_2.")
yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("Glm5vForConditionalGeneration")
+# [TAG_HF_EXAMPLE_MISSING]
+class Glm5vModel(KimiK25Model):
+ """GLM-5.2-Vision MoonViT3d encoder and projector
+
+ Uses the same vision encoder and projector as Kimi-K2.5, so it reuses the
+ kimik25 projector type. The image begin/end tokens differ, but they are
+ resolved at runtime from the text model vocab.
+ """
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if name.startswith("mm_projector.linear_"):
+ name = name.replace("mm_projector.linear_", "mm_projector.proj.linear_", 1)
+
+ yield from super().modify_tensors(data_torch, name, bid)
diff --git a/conversion/laguna.py b/conversion/laguna.py
new file mode 100644
index 0000000000..29e0b3d6b3
--- /dev/null
+++ b/conversion/laguna.py
@@ -0,0 +1,208 @@
+from __future__ import annotations
+
+import re
+from collections.abc import Iterable
+from typing import TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import ModelBase, TextModel, gguf, logger
+
+
+@ModelBase.register("LagunaForCausalLM")
+@ModelBase.example("poolside/Laguna-XS.2", "poolside/Laguna-S-2.1")
+class LagunaModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.LAGUNA
+ _experts: list[dict] | None = None
+ _gate_types: list[str] | None = None
+
+ # --- vocab ---------------------------------------------------------------
+
+ def set_vocab(self) -> None:
+ self._set_vocab_gpt2()
+
+ # Some Laguna releases wrap the chat template in tokenizer_config.json as
+ # "{% include 'chat_template.jinja' %}", which SpecialVocab embeds verbatim
+ # and llama.cpp's jinja engine cannot process. Prefer the resolved template
+ # from the chat_template.jinja file so the GGUF is self-contained.
+ tmpl_file = self.dir_model / "chat_template.jinja"
+ if tmpl_file.is_file():
+ self.gguf_writer.add_chat_template(tmpl_file.read_text(encoding="utf-8"))
+ logger.info("gguf: embedded resolved chat_template.jinja (overriding include directive)")
+
+ # eos_token_id is a list [2, 24]: token 2 (EOS, also BOS) and token 24
+ # (</assistant>, the turn-end). _set_vocab_gpt2 only records the scalar
+ # eos, so register the extra id as eot; llama.cpp folds eot into its EOG
+ # set, so the model halts on </assistant> natively.
+ eos_ids = self.hparams.get("eos_token_id")
+ if isinstance(eos_ids, list):
+ bos_id = self.hparams.get("bos_token_id")
+ extra = [e for e in eos_ids if e != bos_id]
+ if extra:
+ self.gguf_writer.add_eot_token_id(extra[0])
+ logger.info(f"gguf: registered eot_token_id={extra[0]} from eos list {eos_ids}")
+
+ def get_vocab_base(self) -> tuple[list[str], list[int], str]:
+ # </assistant> is the assistant turn-end (registered as eot below). The
+ # HF tokenizer flags it special=false, so the base classifies it as
+ # USER_DEFINED and llama.cpp renders its text into generated content,
+ # leaking "</assistant>" and breaking response parsing. It is a control
+ # marker, so promote it to CONTROL: llama.cpp then treats it as
+ # end-of-generation and suppresses its text.
+ tokens, toktypes, tokpre = super().get_vocab_base()
+ for i, tok in enumerate(tokens):
+ if tok == "</assistant>":
+ toktypes[i] = gguf.TokenType.CONTROL
+ logger.info(f"gguf: marked </assistant> (id {i}) as CONTROL token")
+ return tokens, toktypes, tokpre
+
+ # --- hparams -------------------------------------------------------------
+
+ def set_gguf_parameters(self) -> None:
+ super().set_gguf_parameters()
+ hparams = self.hparams
+
+ # super() does not emit vocab_size for the gpt2 vocab path; head_count is
+ # overridden with a per-layer array (XS.2 varies heads per layer via
+ # num_attention_heads_per_layer; M.1 is uniform and omits it).
+ self.gguf_writer.add_vocab_size(hparams["vocab_size"])
+
+ per_layer_heads = hparams.get("num_attention_heads_per_layer")
+ if not per_layer_heads:
+ per_layer_heads = [hparams["num_attention_heads"]] * hparams["num_hidden_layers"]
+ assert len(per_layer_heads) == hparams["num_hidden_layers"], (
+ f"num_attention_heads_per_layer length {len(per_layer_heads)} != "
+ f"num_hidden_layers {hparams['num_hidden_layers']}"
+ )
+ self.gguf_writer.add_head_count(per_layer_heads)
+
+ # Resolve + validate the attention gate type now so an inconsistent
+ # `gating` field fails at conversion time. See _attn_gate_types.
+ self._attn_gate_types()
+
+ # SWA window size (M.1 has none -> key omitted, swa_type stays NONE).
+ sliding_window = hparams.get("sliding_window") or 0
+ if sliding_window > 0:
+ self.gguf_writer.add_sliding_window(sliding_window)
+
+ # MoE (expert_count / expert_used_count come from super().set_gguf_parameters())
+ self.gguf_writer.add_expert_feed_forward_length(hparams["moe_intermediate_size"])
+ self.gguf_writer.add_expert_shared_feed_forward_length(hparams["shared_expert_intermediate_size"])
+ self.gguf_writer.add_expert_weights_norm(True) # HF reference always sum-normalises after top-k
+ self.gguf_writer.add_expert_weights_scale(float(hparams["moe_routed_scaling_factor"]))
+ self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID)
+
+ # Leading dense layers (XS.2 has 1, M.1 has 3) before the MoE layers.
+ mlp_layer_types: list[str] = hparams["mlp_layer_types"]
+ leading_dense = 0
+ for t in mlp_layer_types:
+ if t == "dense":
+ leading_dense += 1
+ else:
+ break
+ self.gguf_writer.add_leading_dense_block_count(leading_dense)
+
+ # Per-layer-type RoPE dimension count (partial rotary). base emits
+ # rope_freq_base(_swa) and the YaRN params from self.rope_parameters.
+ head_dim = hparams["head_dim"]
+ full_rope = self.rope_parameters["full_attention"]
+ self.gguf_writer.add_rope_dimension_count(
+ int(head_dim * float(full_rope.get("partial_rotary_factor", 1.0))))
+ swa_rope = self.rope_parameters.get("sliding_attention")
+ if swa_rope is not None:
+ self.gguf_writer.add_rope_dimension_count_swa(
+ int(head_dim * float(swa_rope.get("partial_rotary_factor", 1.0))))
+
+ def _attn_gate_types(self) -> list[str]:
+ """Per-layer attention output gate type: "per_head" or "per_element".
+
+ `gating_types` (per layer) is authoritative when present; otherwise the
+ scalar `gating` field is used (the "per-element"/"per-head" string, or
+ the legacy boolean True == per-head, as in Laguna-XS.2).
+
+ Fails loudly when the model is per-element but the `gating` field does
+ not declare that as a string: runtimes that key off `gating` (vLLM,
+ transformers) ignore gating_types and read a bare boolean True as
+ per-head, silently corrupting the model. Surfacing it here keeps a
+ broken checkpoint from being packaged as if it were fine.
+ """
+ if self._gate_types is not None:
+ return self._gate_types
+ hparams = self.hparams
+ n_layer = hparams["num_hidden_layers"]
+ gating = hparams.get("gating")
+ gating_types = hparams.get("gating_types")
+
+ def _norm(t: object) -> str:
+ sval = str(t).replace("-", "_")
+ if sval in ("per_element", "per_head"):
+ return sval
+ raise ValueError(f"Laguna: unrecognised attention gate type {t!r}")
+
+ if gating_types:
+ assert len(gating_types) == n_layer, (
+ f"gating_types length {len(gating_types)} != num_hidden_layers {n_layer}")
+ types = [_norm(t) for t in gating_types]
+ elif isinstance(gating, str):
+ types = [_norm(gating)] * n_layer
+ elif gating is True:
+ types = ["per_head"] * n_layer
+ else:
+ raise ValueError(
+ f"Laguna: cannot determine attention gate type "
+ f"(gating={gating!r}, gating_types={gating_types!r})")
+
+ if any(t == "per_element" for t in types) and not (
+ isinstance(gating, str) and _norm(gating) == "per_element"):
+ raise ValueError(
+ f"Laguna config declares a per-element attention gate but "
+ f"`gating`={gating!r} is not the string \"per-element\". Runtimes that "
+ f"read `gating` (vLLM, transformers) will mis-handle this checkpoint as "
+ f"per-head. Set gating=\"per-element\" in the source config.")
+
+ self._gate_types = types
+ return types
+
+ # --- tensor handling -----------------------------------------------------
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # Per-expert MoE weights: model.layers.{bid}.mlp.experts.{xid}.{w}.weight.
+ # Only the NUMBERED per-expert weights are stacked; the router bias
+ # (mlp.experts.e_score_correction_bias) takes the normal mapping path.
+ if re.search(r"mlp\.experts\.\d+\.", name):
+ n_experts = self.find_hparam(["num_local_experts", "num_experts"])
+ assert bid is not None
+ if self._experts is None:
+ self._experts = [{} for _ in range(self.block_count)]
+ self._experts[bid][name] = data_torch
+ needed = [f"model.layers.{bid}.mlp.experts.{x}.{w}.weight"
+ for x in range(n_experts) for w in ("gate_proj", "up_proj", "down_proj")]
+ if all(e in self._experts[bid] for e in needed):
+ for w_name in ["gate_proj", "up_proj", "down_proj"]:
+ datas = [self._experts[bid][f"model.layers.{bid}.mlp.experts.{x}.{w_name}.weight"]
+ for x in range(n_experts)]
+ stacked = torch.stack(datas, dim=0)
+ merged = f"model.layers.{bid}.mlp.experts.{w_name}.weight"
+ yield from TextModel.modify_tensors(self, stacked, merged, bid)
+ self._experts[bid].clear()
+ return
+ return
+ # Cross-check the gate projection width against the declared gate type;
+ # a mismatch means the weights and config disagree -> fail, do not guess.
+ if bid is not None and name.endswith("self_attn.g_proj.weight"):
+ heads = (self.hparams.get("num_attention_heads_per_layer")
+ or [self.hparams["num_attention_heads"]] * self.hparams["num_hidden_layers"])
+ n_head = heads[bid]
+ head_dim = self.hparams["head_dim"]
+ gate_type = self._attn_gate_types()[bid]
+ expected = n_head * head_dim if gate_type == "per_element" else n_head
+ out_features = int(data_torch.shape[0])
+ if out_features != expected:
+ raise ValueError(
+ f"Laguna layer {bid}: g_proj output width {out_features} contradicts the "
+ f"declared {gate_type} gate (expected {expected}); weights and config disagree.")
+
+ yield from TextModel.modify_tensors(self, data_torch, name, bid)
diff --git a/conversion/lfm2.py b/conversion/lfm2.py
index f28fccf10f..984f444806 100644
--- a/conversion/lfm2.py
+++ b/conversion/lfm2.py
@@ -13,6 +13,7 @@ from .gemma import ConformerAudioModel
@ModelBase.register("Lfm2ForCausalLM", "LFM2ForCausalLM")
+@ModelBase.example("LiquidAI/LFM2-1.2B", "LiquidAI/LFM2.5-350M")
class LFM2Model(TextModel):
model_arch = gguf.MODEL_ARCH.LFM2
@@ -64,11 +65,18 @@ class LFM2Model(TextModel):
yield from super().modify_tensors(data_torch, name, bid)
-@ModelBase.register("Lfm2Model")
+@ModelBase.register("Lfm2Model", "Lfm2BidirectionalModel")
+@ModelBase.example("LiquidAI/LFM2.5-ColBERT-350M", "LiquidAI/LFM2.5-Embedding-350M")
class LFM2ColBertModel(LFM2Model):
model_arch = gguf.MODEL_ARCH.LFM2
dense_tensor_name = "dense_2"
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ if self.hf_arch == "Lfm2BidirectionalModel":
+ self.gguf_writer.add_causal_attention(False)
+ self._try_set_pooling_type()
+
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
if not name.startswith(self.dense_tensor_name):
name = "model." + name
@@ -76,16 +84,18 @@ class LFM2ColBertModel(LFM2Model):
yield from super().modify_tensors(data_torch, name, bid)
def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
- # dense tensor is stored in a separate safetensors file
+ # optional dense tensor is stored in a separate safetensors file
from safetensors.torch import load_file
tensors_file = self.dir_model / "1_Dense" / "model.safetensors"
- assert tensors_file.is_file()
+ if not tensors_file.is_file():
+ return
tensor = load_file(tensors_file)["linear.weight"]
self.gguf_writer.add_embedding_length_out(tensor.shape[0])
yield f"{self.dense_tensor_name}.weight", tensor.clone()
@ModelBase.register("Lfm2MoeForCausalLM")
+@ModelBase.example("LiquidAI/LFM2-8B-A1B")
class LFM2MoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.LFM2MOE
@@ -159,6 +169,7 @@ class LFM2MoeModel(TextModel):
@ModelBase.register("Lfm2VlForConditionalGeneration")
+@ModelBase.example("LiquidAI/LFM2-VL-450M")
class LFM2VLModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -193,6 +204,7 @@ class LFM2VLModel(MmprojModel):
@ModelBase.register("Lfm2AudioForConditionalGeneration")
+@ModelBase.example("LiquidAI/LFM2.5-Audio-1.5B", "LiquidAI/LFM2-Audio-1.5B")
class LFM2AudioModel(ConformerAudioModel):
has_vision_encoder = False
has_audio_encoder = True
@@ -231,6 +243,7 @@ class LFM2AudioModel(ConformerAudioModel):
@ModelBase.register("Lfm25AudioTokenizer")
+@ModelBase.example("LiquidAI/LFM2.5-Audio-1.5B")
class LFM25AudioTokenizer(LFM2Model):
model_arch = gguf.MODEL_ARCH.LFM2
diff --git a/conversion/lighton_ocr.py b/conversion/lighton_ocr.py
index ead3200ac1..8686fe5c91 100644
--- a/conversion/lighton_ocr.py
+++ b/conversion/lighton_ocr.py
@@ -11,6 +11,7 @@ from .llava import LlavaVisionModel
@ModelBase.register("LightOnOCRForConditionalGeneration")
+@ModelBase.example("lightonai/LightOnOCR-1B-1025")
class LightOnOCRVisionModel(LlavaVisionModel):
is_mistral_format = False
use_break_tok = False
diff --git a/conversion/llada.py b/conversion/llada.py
index 98dc9de95b..c03607191a 100644
--- a/conversion/llada.py
+++ b/conversion/llada.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("LLaDAModelLM")
+@ModelBase.example("GSAI-ML/LLaDA-8B-Instruct")
class LLaDAModel(TextModel):
model_arch = gguf.MODEL_ARCH.LLADA
undo_permute = True
@@ -114,6 +115,7 @@ class LLaDAModel(TextModel):
@ModelBase.register("LLaDAMoEModel", "LLaDAMoEModelLM")
+@ModelBase.example("inclusionAI/LLaDA-MoE-7B-A1B-Instruct")
class LLaDAMoEModel(TextModel):
model_arch = gguf.MODEL_ARCH.LLADA_MOE
diff --git a/conversion/llama.py b/conversion/llama.py
index fd6167bfd9..41d8c23092 100644
--- a/conversion/llama.py
+++ b/conversion/llama.py
@@ -5,12 +5,13 @@ import math
from typing import Callable, Iterable, TYPE_CHECKING
+import numpy as np
import torch
if TYPE_CHECKING:
from torch import Tensor
-from .base import ModelBase, TextModel, gguf
+from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register(
@@ -21,8 +22,14 @@ from .base import ModelBase, TextModel, gguf
"VLlama3ForCausalLM",
"LlavaForConditionalGeneration",
"VoxtralForConditionalGeneration",
+ "LlamaForCausalLMEagle3",
+ "Eagle3LlamaForCausalLM",
+ "Eagle3Speculator",
+ "Eagle3DraftModel",
"IQuestCoderForCausalLM",
"LlamaModel")
+# [TAG_HF_EXAMPLE_GATED] meta-llama/Llama-3.2-1B-Instruct is gated
+@ModelBase.example("unsloth/Llama-3.2-1B-Instruct", "mistralai/Mistral-7B-Instruct-v0.3", "mistralai/Mixtral-8x7B-Instruct-v0.1")
class LlamaModel(TextModel):
model_arch = gguf.MODEL_ARCH.LLAMA
undo_permute = True
@@ -39,7 +46,72 @@ class LlamaModel(TextModel):
hparams = ModelBase.load_hparams(self.dir_model, is_mistral_format=False)
self.origin_hf_arch = hparams.get('architectures', [None])[0]
+ # Detect eagle3 draft checkpoint by hparams (some models don't use a distinct HF arch name)
+ if "draft_vocab_size" in self.hparams and self.hparams["num_hidden_layers"] == 1:
+ self.is_eagle3 = True
+ self.model_arch = gguf.MODEL_ARCH.EAGLE3
+ logger.info("Detected EAGLE-3 draft model, switching to EAGLE3 architecture")
+ # Re-initialize tensor_map with eagle3 architecture
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+ # Update gguf_writer architecture
+ self.gguf_writer.arch = gguf.MODEL_ARCH_NAMES[self.model_arch]
+ self.gguf_writer.add_architecture()
+ if self.target_model_dir is None:
+ raise ValueError(
+ "EAGLE-3 model requires --target-model-dir to be specified. "
+ "Please provide the path to the target model directory to read config.json"
+ )
+ # Read both eagle3 raw config and target model config
+ with open(self.dir_model / "config.json", 'r', encoding='utf-8') as f:
+ eagle3_raw_config = json.load(f)
+ with open(self.target_model_dir / "config.json", 'r', encoding='utf-8') as f:
+ target_config = json.load(f)
+
+ if "text_config" in target_config:
+ target_config = {**target_config, **target_config["text_config"]}
+ self.target_vocab_size = target_config["vocab_size"]
+
+ # target_layers: use the eagle3 config's explicit aux hidden-state layer ids
+ # if present, else derive from the target layer count.
+ target_num_layers = target_config["num_hidden_layers"]
+ aux_layer_ids = eagle3_raw_config.get("eagle_aux_hidden_state_layer_ids")
+ if aux_layer_ids:
+ target_layers = aux_layer_ids
+ else:
+ target_layers = [2, target_num_layers // 2, target_num_layers - 3]
+ logger.info(f"EAGLE-3: target_layers = {target_layers} (target model has {target_num_layers} layers)")
+ self.gguf_writer.add_target_layers(target_layers)
+
+ # target_hidden_size: prefer eagle3 config, fallback to target config
+ if eagle3_raw_config.get("target_hidden_size") is not None:
+ target_hidden_size = eagle3_raw_config["target_hidden_size"]
+ src = "EAGLE-3 config"
+ else:
+ target_hidden_size = target_config["hidden_size"]
+ src = "target model config"
+ logger.info(f"EAGLE-3: target_hidden_size = {target_hidden_size} (from {src})")
+ self.gguf_writer.add_target_hidden_size(target_hidden_size)
+
+ # norm_before_residual (RedHat-style eagle3 specific)
+ norm_before_residual = eagle3_raw_config.get("norm_before_residual", False)
+ logger.info(f"EAGLE-3: norm_before_residual = {norm_before_residual}")
+ self.gguf_writer.add_norm_before_residual(norm_before_residual)
+
+ # norm_before_fc: RMSNorm applied to the fused target features before the
+ # fc projection (e.g. nvidia/gpt-oss-120b-Eagle3-v3)
+ norm_before_fc = eagle3_raw_config.get("norm_before_fc", False)
+ logger.info(f"EAGLE-3: norm_before_fc = {norm_before_fc}")
+ self.gguf_writer.add_norm_before_fc(norm_before_fc)
+
def set_vocab(self):
+ # eagle3: use tokenizer from target model if provided
+ original_dir_model = None
+ if getattr(self, 'is_eagle3', False):
+ assert self.target_model_dir is not None
+ logger.info(f"EAGLE-3: Using tokenizer from target model: {self.target_model_dir}")
+ original_dir_model = self.dir_model
+ self.dir_model = self.target_model_dir
+
if self.origin_hf_arch == "GlmasrModel":
return self._set_vocab_glmedge()
@@ -49,7 +121,7 @@ class LlamaModel(TextModel):
path_tekken_json = self.dir_model / "tekken.json"
path_tokenizer_json = self.dir_model / "tokenizer.json"
if path_tekken_json.is_file() and not path_tokenizer_json.is_file():
- self._set_vocab_mistral()
+ return self._set_vocab_mistral()
tokenizer_config_file = self.dir_model / 'tokenizer_config.json'
if tokenizer_config_file.is_file():
@@ -85,6 +157,10 @@ class LlamaModel(TextModel):
if self.hparams.get("vocab_size", 32000) == 49152:
self.gguf_writer.add_add_bos_token(False)
+ # eagle3: Restore original dir_model
+ if original_dir_model is not None:
+ self.dir_model = original_dir_model
+
def set_gguf_parameters(self):
super().set_gguf_parameters()
hparams = self.hparams
@@ -129,7 +205,52 @@ class LlamaModel(TextModel):
return super().filter_tensors((name, gen))
+ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+ tensors = super().index_tensors(remote_hf_model_id)
+
+ # Handle Eagle3Speculator nested config
+ if "transformer_layer_config" in self.hparams:
+ self.hparams = {**self.hparams, **self.hparams["transformer_layer_config"]}
+
+ # eagle3 detection
+ if "draft_vocab_size" in self.hparams and self.hparams["num_hidden_layers"] == 1:
+ logger.info("EAGLE-3: renaming midlayer.* / layers.0.* to model.layers.0.*")
+ new_tensors = {}
+ for name, gen in tensors.items():
+ if name.startswith("midlayer."):
+ new_name = "model.layers.0." + name[len("midlayer."):]
+ new_tensors[new_name] = gen
+ elif name.startswith("layers.0."): # Eagle3Speculator format
+ new_name = "model." + name
+ new_tensors[new_name] = gen
+ else:
+ new_tensors[name] = gen
+ return new_tensors
+
+ return tensors
+
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # eagle3: special tensors that bypass standard llama mapping
+ if getattr(self, 'is_eagle3', False):
+ if name == "fc.weight":
+ yield (name, data_torch)
+ return
+ if name == "input_norm.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.ENC_OUTPUT_NORM), data_torch)
+ return
+ if name == "d2t":
+ # store for manual int64 handling in prepare_tensors (avoid F32 conversion)
+ if not hasattr(self, '_eagle3_int_tensors'):
+ self._eagle3_int_tensors = {}
+ self._eagle3_int_tensors[name] = data_torch
+ return
+ if name == "t2d":
+ # not used at runtime, skip
+ return
+ if name.endswith(".hidden_norm.weight"):
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_NORM_2, bid), data_torch)
+ return
+
n_head = self.find_hparam(["n_heads", "num_attention_heads"])
n_kv_head = self.find_hparam(["n_kv_heads", "num_key_value_heads"])
@@ -185,7 +306,7 @@ class LlamaModel(TextModel):
factor = rope_params.get("factor", 8.0)
low_freq_factor = rope_params.get("low_freq_factor", 1.0)
high_freq_factor = rope_params.get("high_freq_factor", 4.0)
- old_context_len = self.hparams.get("original_max_position_embeddings", 8192)
+ old_context_len = rope_params.get("original_max_position_embeddings", 8192)
low_freq_wavelen = old_context_len / low_freq_factor
high_freq_wavelen = old_context_len / high_freq_factor
@@ -205,8 +326,33 @@ class LlamaModel(TextModel):
yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FREQS), torch.tensor(rope_factors, dtype=torch.float32))
def prepare_tensors(self):
+ # eagle3: collect d2t original dtype before parent converts tensors to F32
+ eagle3_original_dtypes = {}
+ if getattr(self, 'is_eagle3', False):
+ for name, data_torch in self.get_tensors():
+ if name == "d2t":
+ eagle3_original_dtypes[name] = data_torch.dtype
+
super().prepare_tensors()
+ # eagle3: write d2t as absolute target token ids
+ if getattr(self, 'is_eagle3', False) and hasattr(self, '_eagle3_int_tensors'):
+ for name, data_torch in self._eagle3_int_tensors.items():
+ old_dtype = eagle3_original_dtypes.get(name, data_torch.dtype)
+ data = data_torch.to(torch.int64).cpu().numpy()
+ if name == "d2t":
+ data = data.reshape(-1)
+ data = data + np.arange(data.size, dtype=np.int64)
+ if np.any((data < 0) | (data >= self.target_vocab_size)):
+ raise ValueError(f"EAGLE-3 d2t target ids out of range for target vocab size {self.target_vocab_size}")
+ if np.unique(data).size != data.size:
+ raise ValueError("EAGLE-3 d2t contains duplicate target ids")
+ data_qtype = gguf.GGMLQuantizationType.I64
+
+ shape_str = f"{{{', '.join(str(n) for n in reversed(data.shape))}}}"
+ logger.info(f"{name + ',':<30} {old_dtype} --> {data_qtype.name}, shape = {shape_str}")
+ self.gguf_writer.add_tensor(name, data, raw_dtype=data_qtype)
+
if self._experts is not None:
# flatten `list[dict[str, Tensor]]` into `list[str]`
experts = [k for d in self._experts for k in d.keys()]
@@ -215,6 +361,7 @@ class LlamaModel(TextModel):
@ModelBase.register("ArceeForCausalLM")
+@ModelBase.example("arcee-ai/AFM-4.5B")
class ArceeModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.ARCEE
@@ -227,6 +374,8 @@ class ArceeModel(LlamaModel):
"Llama4ForConditionalGeneration",
"Llama4ForCausalLM",
)
+# [TAG_HF_EXAMPLE_GATED] meta-llama/Llama-4-Scout-17B-16E-Instruct is gated
+@ModelBase.example("unsloth/Llama-4-Scout-17B-16E-Instruct")
class Llama4Model(LlamaModel):
model_arch = gguf.MODEL_ARCH.LLAMA4
undo_permute = False
@@ -268,16 +417,19 @@ class Llama4Model(LlamaModel):
@ModelBase.register("LlamaBidirectionalModel")
+@ModelBase.example("nvidia/llama-embed-nemotron-8b")
class LlamaEmbedNemotronModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.LLAMA_EMBED
@ModelBase.register("SmolLM3ForCausalLM")
+@ModelBase.example("HuggingFaceTB/SmolLM3-3B")
class SmolLM3Model(LlamaModel):
model_arch = gguf.MODEL_ARCH.SMOLLM3
@ModelBase.register("ApertusForCausalLM")
+@ModelBase.example("swiss-ai/Apertus-8B-Instruct-2509")
class ApertusModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.APERTUS
undo_permute = False
diff --git a/conversion/llama4.py b/conversion/llama4.py
index f84c762961..280e309dd5 100644
--- a/conversion/llama4.py
+++ b/conversion/llama4.py
@@ -9,6 +9,8 @@ from .base import MmprojModel, ModelBase, gguf
@ModelBase.register("Llama4ForConditionalGeneration")
+# [TAG_HF_EXAMPLE_GATED] meta-llama/Llama-4-Scout-17B-16E-Instruct is gated
+@ModelBase.example("unsloth/Llama-4-Scout-17B-16E-Instruct")
class Llama4VisionModel(MmprojModel):
def set_gguf_parameters(self):
super().set_gguf_parameters()
diff --git a/conversion/llava.py b/conversion/llava.py
index 31d6e2ad80..98a004f986 100644
--- a/conversion/llava.py
+++ b/conversion/llava.py
@@ -16,6 +16,7 @@ from .llama import LlamaModel
"LlavaForConditionalGeneration", # pixtral
"Mistral3ForConditionalGeneration", # mistral small 3.1
)
+@ModelBase.example("mistral-community/pixtral-12b", "mistralai/Mistral-Small-3.1-24B-Instruct-2503")
class LlavaVisionModel(MmprojModel):
img_break_tok_id = -1
use_break_tok = True
diff --git a/conversion/maincoder.py b/conversion/maincoder.py
index 18b625b08f..2e291b8a96 100644
--- a/conversion/maincoder.py
+++ b/conversion/maincoder.py
@@ -4,6 +4,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("MaincoderForCausalLM")
+@ModelBase.example("Maincode/Maincoder-1B")
class MaincoderModel(TextModel):
model_arch = gguf.MODEL_ARCH.MAINCODER
diff --git a/conversion/mamba.py b/conversion/mamba.py
index be0e36a29b..8a2a463752 100644
--- a/conversion/mamba.py
+++ b/conversion/mamba.py
@@ -14,6 +14,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("MambaForCausalLM", "MambaLMHeadModel", "FalconMambaForCausalLM")
+@ModelBase.example("state-spaces/mamba-130m-hf", "tiiuae/falcon-mamba-7b")
class MambaModel(TextModel):
model_arch = gguf.MODEL_ARCH.MAMBA
@@ -100,6 +101,7 @@ class MambaModel(TextModel):
@ModelBase.register("Mamba2ForCausalLM")
+@ModelBase.example("mistralai/Mamba-Codestral-7B-v0.1")
class Mamba2Model(TextModel):
model_arch = gguf.MODEL_ARCH.MAMBA2
@@ -114,7 +116,8 @@ class Mamba2Model(TextModel):
hparams["text_config"] = hparams["llm_config"]
super().__init__(dir_model, *args, hparams=hparams, **kwargs)
self.d_model = self.find_hparam(["hidden_size", "d_model", "dim"])
- self.d_inner = self.find_hparam(["mamba_d_ssm", "intermediate_size", "d_inner"], optional=True) or 2 * self.d_model
+ self.expand = self.find_hparam(["mamba_expand", "expand"], optional=True) or 2
+ self.d_inner = self.find_hparam(["mamba_d_ssm", "intermediate_size", "d_inner"], optional=True) or self.expand * self.d_model
self.n_group = self.find_hparam(["n_groups"], optional=True) or 1
def set_vocab(self):
@@ -144,11 +147,9 @@ class Mamba2Model(TextModel):
rms_norm_eps = self.find_hparam(["layer_norm_epsilon", "rms_norm_eps"], optional=True) or 1e-5
- # Fail early for models which don't have a block expansion factor of 2
- # TODO: does this really matter?
# skip the assertion for FalconH1 Model
if self.model_arch != gguf.MODEL_ARCH.FALCON_H1:
- assert self.d_inner == 2 * self.d_model
+ assert self.d_inner == self.expand * self.d_model
assert self.d_inner % head_dim == 0
self.gguf_writer.add_context_length(2**20) # arbitrary value; for those who use the default
diff --git a/conversion/mellum.py b/conversion/mellum.py
index 79bc6755cc..1e50f92aea 100644
--- a/conversion/mellum.py
+++ b/conversion/mellum.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("MellumForCausalLM")
+@ModelBase.example("JetBrains/Mellum2-12B-A2.5B-Base")
class MellumModel(TextModel):
model_arch = gguf.MODEL_ARCH.MELLUM
diff --git a/conversion/mimo.py b/conversion/mimo.py
index d4067aab4b..15dbeb7e75 100644
--- a/conversion/mimo.py
+++ b/conversion/mimo.py
@@ -1,8 +1,9 @@
from __future__ import annotations
+import json
import re
-from typing import Callable, TYPE_CHECKING
+from typing import Any, Callable, Iterable, TYPE_CHECKING
import torch
@@ -13,6 +14,7 @@ from .base import MmprojModel, ModelBase, TextModel, gguf
@ModelBase.register("MiMoV2FlashForCausalLM", "MiMoV2ForCausalLM")
+@ModelBase.example("XiaomiMiMo/MiMo-V2.5")
class MimoV2Model(TextModel):
model_arch = gguf.MODEL_ARCH.MIMO2
@@ -154,7 +156,7 @@ class MimoV2Model(TextModel):
self.gguf_writer.add_expert_count(self.hparams["n_routed_experts"])
self.gguf_writer.add_expert_feed_forward_length(self.hparams["moe_intermediate_size"])
- rope_dim = int(self.hparams["head_dim"] * self.hparams["partial_rotary_factor"])
+ rope_dim = int(self.hparams["head_dim"] * self.rope_parameters["partial_rotary_factor"])
self.gguf_writer.add_rope_dimension_count(rope_dim)
self.gguf_writer.add_layer_norm_rms_eps(self.hparams.get("layernorm_epsilon", 1e-5))
@@ -229,7 +231,14 @@ class MimoV2Model(TextModel):
@ModelBase.register("MiMoV2ForCausalLM")
-class MiMoV2VisionModel(MmprojModel):
+@ModelBase.example("XiaomiMiMo/MiMo-V2.5")
+class MiMoV2VisionAudioModel(MmprojModel):
+ has_audio_encoder = True
+
+ _audio_tok_hparams: dict[str, Any] | None = None
+ _rvq_codebook_sizes: list[int] | None = None
+ _code_embd: dict[int, Tensor] | None = None
+
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
assert self.hparams_vision is not None
@@ -253,10 +262,22 @@ class MiMoV2VisionModel(MmprojModel):
self.visual_token_window_size = int(hp.get("visual_token_window_size", -1))
self.use_sink = bool(hp.get("use_sink", False))
+ def get_audio_config(self) -> dict[str, Any] | None:
+ if self._audio_tok_hparams is None:
+ path = self.dir_model / "audio_tokenizer" / "config.json"
+ with open(path, "r", encoding="utf-8") as f:
+ cfg = json.load(f)
+ # aliases so MmprojModel.find_aparam() / n_block_keys can resolve them
+ cfg["hidden_size"] = cfg["d_model"]
+ cfg["intermediate_size"] = cfg["encoder_ffn_dim"]
+ cfg["num_attention_heads"] = cfg["encoder_attention_heads"]
+ self._audio_tok_hparams = cfg
+ return self._audio_tok_hparams
+
def set_gguf_parameters(self):
super().set_gguf_parameters()
- self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MIMOVL)
+ self.gguf_writer.add_clip_vision_projector_type(gguf.VisionProjectorType.MIMOVL)
self.gguf_writer.add_vision_use_silu(True)
self.gguf_writer.add_vision_head_count_kv(self.num_kv_heads)
self.gguf_writer.add_vision_spatial_merge_size(self.spatial_merge_size)
@@ -266,19 +287,45 @@ class MiMoV2VisionModel(MmprojModel):
self.gguf_writer.add_vision_min_pixels(int(self.preprocessor_config["min_pixels"]))
self.gguf_writer.add_vision_max_pixels(int(self.preprocessor_config["max_pixels"]))
+ assert self.hparams_audio is not None
+ self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.MIMO_AUDIO)
+ self.gguf_writer.add_audio_num_mel_bins(self.hparams_audio["n_mels"])
+ self.gguf_writer.add_audio_attention_layernorm_eps(self.hparams_audio.get("layer_norm_eps", 1e-5))
+
+ assert self._rvq_codebook_sizes is not None
+ self.gguf_writer.add_audio_rvq_num_quantizers(len(self._rvq_codebook_sizes))
+ self.gguf_writer.add_audio_rvq_codebook_size(self._rvq_codebook_sizes)
+
+ n_layer = self.hparams_audio["encoder_layers"]
+ swa_per_block = self.hparams_audio.get("swa_per_block", 1)
+ if self.hparams_audio.get("hybrid_attention") and swa_per_block > 1:
+ wa_pattern = [0 if i % swa_per_block < swa_per_block - 1 else -1 for i in range(n_layer)]
+ else:
+ wa_pattern = [-1] * n_layer
+ self.gguf_writer.add_audio_wa_pattern_mode(wa_pattern)
+ self.gguf_writer.add_audio_window_size(int(self.hparams_audio["encoder_attn_window_size"][0]))
+
+ audio_cfg = self.global_config["audio_config"]
+ self.gguf_writer.add_audio_local_block_count(int(audio_cfg["input_local_layers"]))
+ self.gguf_writer.add_audio_local_group_size(int(audio_cfg["group_size"]))
+
def tensor_force_quant(self, name, new_name, bid, n_dims):
- # Sinks must be F32: any sink-style softmax/mask add in ggml requires
- # F32, and we fold sinks into a host-built F32 mask at encode time.
- if new_name.endswith(".attn_sinks"):
+ # for audio encoder: keep codebook in F32
+ if new_name in (
+ gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.A_ENC_RVQ_CODEBOOK] + ".weight",
+ gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.A_MM_CODE_EMBD] + ".weight",
+ ):
+ return gguf.GGMLQuantizationType.F32
+ if ("encoder.conv" in name or "encoder.down_sample_layer" in name) and name.endswith(".weight"):
return gguf.GGMLQuantizationType.F32
return super().tensor_force_quant(name, new_name, bid, n_dims)
@classmethod
def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
name, _ = item
- if not name.startswith("visual."):
- return None
- return super().filter_tensors(item)
+ if name.startswith("visual.") or name.startswith("speech_embeddings.") or name.startswith("audio_encoder."):
+ return super().filter_tensors(item)
+ return None
def modify_tensors(self, data_torch, name, bid):
# Conv3D patch embed: split along the temporal axis (kt=2) into two Conv2D
@@ -292,4 +339,64 @@ class MiMoV2VisionModel(MmprojModel):
yield (embd_name + ".weight.1", data_torch[:, :, 1, ...])
return
+ if m := re.match(r"^speech_embeddings\.(\d+)\.weight$", name):
+ if self._code_embd is None:
+ self._code_embd = {}
+ self._code_embd[int(m.group(1))] = data_torch
+
+ n_channels = int(self.global_config["audio_config"]["audio_channels"])
+ if len(self._code_embd) < n_channels:
+ return
+ merged = torch.stack([self._code_embd.pop(i) for i in range(n_channels)], dim=0)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MM_CODE_EMBD), merged)
+ return
+
+ if "conv1.bias" in name or "conv2.bias" in name:
+ # transpose conv1/conv2 bias so it broadcasts against [n_frames, C_out, 1]
+ data_torch = data_torch.unsqueeze(-1)
+
+ if name == "audio_encoder.projection.mlp.0.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 1), data_torch)
+ return
+ if name == "audio_encoder.projection.mlp.2.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_MMPROJ, 2), data_torch)
+ return
+
yield from super().modify_tensors(data_torch, name, bid)
+
+ def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
+ # note: audio encoder is in its own subdir "audio_tokenizer"
+ from safetensors.torch import load_file
+
+ tok_dir = self.dir_model / "audio_tokenizer"
+ state_dict = load_file(tok_dir / "model.safetensors")
+
+ codebook_re = re.compile(r"^encoder\.quantizer\.vq\.layers\.(\d+)\._codebook\.embed$")
+ codebooks: dict[int, Tensor] = {}
+
+ # EMA/training-only RVQ buffers - not needed for inference (nearest-codebook
+ # lookup only reads "_codebook.embed")
+ skip_suffixes = (
+ "_codebook.cluster_size",
+ "_codebook.embed_avg",
+ "_codebook.inited",
+ )
+ for name, tensor in state_dict.items():
+ if name.endswith(skip_suffixes):
+ continue
+ if m := codebook_re.match(name):
+ codebooks[int(m.group(1))] = tensor
+ continue
+ yield name, tensor
+
+ # gather codebooks and merge into 3D tensor, similar to MoE MLP tensors
+ n_q = len(codebooks)
+ ordered = [codebooks[i] for i in range(n_q)]
+ self._rvq_codebook_sizes = [int(cb.shape[0]) for cb in ordered]
+ max_bins = max(self._rvq_codebook_sizes)
+ dim = ordered[0].shape[1]
+ merged = ordered[0].new_zeros(n_q, max_bins, dim)
+ for i, cb in enumerate(ordered):
+ merged[i, : cb.shape[0], :] = cb
+
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_ENC_RVQ_CODEBOOK), merged)
diff --git a/conversion/minicpm.py b/conversion/minicpm.py
index e9a4c4a74d..678d7bec18 100644
--- a/conversion/minicpm.py
+++ b/conversion/minicpm.py
@@ -14,6 +14,7 @@ from .qwen import Qwen3_5TextModel
@ModelBase.register("MiniCPMForCausalLM")
+@ModelBase.example("openbmb/MiniCPM-2B-sft-bf16")
class MiniCPMModel(TextModel):
model_arch = gguf.MODEL_ARCH.MINICPM
@@ -32,11 +33,9 @@ class MiniCPMModel(TextModel):
def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
rope_dims = self.hparams["hidden_size"] // self.hparams["num_attention_heads"]
- rope_scaling = self.find_hparam(['rope_scaling'], True)
- if rope_scaling is not None:
- long_factors = rope_scaling.get('long_factor', None)
- short_factors = rope_scaling.get('short_factor', None)
-
+ long_factors = self.rope_parameters.get('long_factor')
+ short_factors = self.rope_parameters.get('short_factor')
+ if long_factors or short_factors:
if long_factors is None or short_factors is None:
raise KeyError('Missing the required key rope_scaling.long_factor or rope_scaling_short_factor')
@@ -63,6 +62,7 @@ class MiniCPMModel(TextModel):
@ModelBase.register("MiniCPM3ForCausalLM")
+@ModelBase.example("openbmb/MiniCPM3-4B")
class MiniCPM3Model(TextModel):
model_arch = gguf.MODEL_ARCH.MINICPM3
@@ -85,13 +85,11 @@ class MiniCPM3Model(TextModel):
self.gguf_writer.add_rope_dimension_count(hparams["qk_rope_head_dim"])
def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
- rope_scaling = self.find_hparam(['rope_scaling'], True)
- if rope_scaling is not None:
+ long_factors = self.rope_parameters.get('long_factor')
+ short_factors = self.rope_parameters.get('short_factor')
+ if long_factors or short_factors:
rope_dims = self.hparams["qk_rope_head_dim"]
- long_factors = rope_scaling.get('long_factor', None)
- short_factors = rope_scaling.get('short_factor', None)
-
if long_factors is None or short_factors is None:
raise KeyError('Missing the required key rope_scaling.long_factor or rope_scaling_short_factor')
@@ -121,6 +119,7 @@ class MiniCPM3Model(TextModel):
# the LM (text mode) and once as the mmproj (vision mode), mirroring the Qwen3-VL setup.
@ModelBase.register("MiniCPMV4_6ForConditionalGeneration")
+@ModelBase.example("openbmb/MiniCPM-V-4_6")
class MiniCPMV4_6TextModel(Qwen3_5TextModel):
model_arch = gguf.MODEL_ARCH.QWEN35
@@ -138,9 +137,19 @@ class MiniCPMV4_6TextModel(Qwen3_5TextModel):
@ModelBase.register("MiniCPMV4_6ForConditionalGeneration")
+@ModelBase.example("openbmb/MiniCPM-V-4_6")
class MiniCPMV4_6VisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
+ self.downsample_mode = self.preprocessor_config.get("downsample_mode", "16x")
+ if self.downsample_mode not in {"4x", "16x"}:
+ raise ValueError(f"Unsupported downsample mode: {self.downsample_mode}")
+ if self.downsample_mode == "4x":
+ self.model_tensors = {
+ name: tensor for name, tensor in self.model_tensors.items()
+ if ".vit_merger." not in name
+ }
+
if self.hparams_vision is not None:
# In MiniCPM-V 4.6 `vision_config.image_size` (980) describes the SigLIP
# positional embedding bucket grid (70 x 70), while the per-slice processing
@@ -160,8 +169,8 @@ class MiniCPMV4_6VisionModel(MmprojModel):
# (mapped to PROJECTOR_TYPE_MINICPMV4_6).
self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MINICPMV4_6)
- # ViT merger 2x2 + final merger 2x2 = 4x spatial merge per dimension; used for slice alignment
- self.gguf_writer.add_vision_projector_scale_factor(4)
+ self.gguf_writer.add_vision_projector_scale_factor(
+ 2 if self.downsample_mode == "4x" else 4)
# borrow wa_layer_indexes for vit_merger insertion point
insert_layer_id = int(self.global_config.get(
diff --git a/conversion/minimax.py b/conversion/minimax.py
index 4857775cbf..53a9ff60f8 100644
--- a/conversion/minimax.py
+++ b/conversion/minimax.py
@@ -1,16 +1,126 @@
from __future__ import annotations
-from typing import TYPE_CHECKING
+from typing import Iterable, Sequence, TYPE_CHECKING
import torch
if TYPE_CHECKING:
from torch import Tensor
-from .base import ModelBase, TextModel, gguf
+from .base import ModelBase, TextModel, MmprojModel, gguf, logger
+
+
+@ModelBase.register("MiniMaxText01ForCausalLM")
+@ModelBase.register("MiniMaxM1ForCausalLM")
+@ModelBase.example("MiniMaxAI/MiniMax-Text-01", "MiniMaxAI/MiniMax-M1-40k")
+class MiniMaxText01Model(TextModel):
+ model_arch = gguf.MODEL_ARCH.MINIMAX01
+
+ def _get_suppress_tokens(self) -> Sequence[int] | None:
+ import json
+ from transformers import AutoTokenizer
+ from .base import LazyTorchTensor
+
+ # check added tokens embeddings in embeddings tensor for zero-valued embeddings
+ # they get in the way of the token sampling process and must be suppressed
+
+ tokenizer = AutoTokenizer.from_pretrained(self.dir_model, trust_remote_code=True)
+ tokenizer_vocab_size = tokenizer.vocab_size
+
+ with open(self.dir_model / "model.safetensors.index.json", "r", encoding="utf-8") as f:
+ weight_map = json.load(f)["weight_map"]
+
+ embeddings_tensor_name = "model.embed_tokens.weight"
+ embeddings_shard_name = weight_map[embeddings_tensor_name]
+ with gguf.utility.SafetensorsLocal(self.dir_model / embeddings_shard_name) as model_shard:
+ embeddings_data = model_shard[embeddings_tensor_name]
+
+ embeddings_weights_dtype = LazyTorchTensor._dtype_str_map[embeddings_data.dtype]
+ embeddings_weights = torch.from_numpy(embeddings_data.mmap_bytes()).view(embeddings_weights_dtype).reshape(embeddings_data.shape)
+ embeddings_vocab_size = embeddings_weights.shape[0]
+
+ embeddings_added_tokens = embeddings_weights[tokenizer_vocab_size:embeddings_vocab_size]
+ embeddings_zero_rows = torch.all(embeddings_added_tokens == 0, dim=1)
+ tokens_zero_embeddings_ids = (torch.nonzero(embeddings_zero_rows, as_tuple=False).flatten() + tokenizer_vocab_size).tolist()
+
+ return tokens_zero_embeddings_ids
+
+ def set_vocab(self) -> None:
+ from pathlib import Path
+
+ self._set_vocab_gpt2()
+
+ for tmpl_file in [
+ self.dir_model / "chat_template.jinja",
+ Path(__file__).parent.parent / "models" / "templates" / "MiniMax-M1.jinja"
+ ]:
+ if tmpl_file.is_file():
+ self.gguf_writer.add_chat_template(tmpl_file.read_text(encoding="utf-8"))
+ logger.info(f"Chat template overridden with {tmpl_file}.")
+ break
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ suppress_tokens = self._get_suppress_tokens()
+ if suppress_tokens:
+ logger.info(f"Suppressing tokens with zero embeddings {suppress_tokens}")
+ self.gguf_writer.add_suppress_tokens(suppress_tokens)
+
+ layernorm_full_attention_alpha = self.hparams["layernorm_full_attention_alpha"]
+ layernorm_full_attention_beta = self.hparams["layernorm_full_attention_beta"]
+ layernorm_linear_attention_alpha = self.hparams["layernorm_linear_attention_alpha"]
+ layernorm_linear_attention_beta = self.hparams["layernorm_linear_attention_beta"]
+ layernorm_mlp_alpha = self.hparams["layernorm_mlp_alpha"]
+ layernorm_mlp_beta = self.hparams["layernorm_mlp_beta"]
+ assert layernorm_full_attention_alpha == layernorm_linear_attention_alpha == layernorm_mlp_alpha
+ assert layernorm_full_attention_beta == layernorm_linear_attention_beta == layernorm_mlp_beta == 1.0
+ # we do not store the layernorm betas as they are all 1.0
+ # layernorm alphas are stored as single residual_scale hparam
+ self.gguf_writer.add_residual_scale(layernorm_full_attention_alpha)
+
+ self.gguf_writer.add_rope_dimension_count(self.hparams["rotary_dim"])
+
+ _experts: list[dict[str, Tensor]] | None = None
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # process the experts separately
+ if name.find("block_sparse_moe.experts") != -1:
+ n_experts = self.hparams["num_local_experts"]
+
+ assert bid is not None
+
+ if self._experts is None:
+ self._experts = [{} for _ in range(self.block_count)]
+
+ self._experts[bid][name] = data_torch
+
+ if len(self._experts[bid]) >= n_experts * 3:
+ # merge the experts into a single 3d tensor
+ for wid in ["w1", "w2", "w3"]:
+ datas: list[Tensor] = []
+
+ for xid in range(n_experts):
+ ename = f"model.layers.{bid}.block_sparse_moe.experts.{xid}.{wid}.weight"
+ datas.append(self._experts[bid][ename])
+ del self._experts[bid][ename]
+
+ data_torch = torch.stack(datas, dim=0)
+
+ merged_name = f"layers.{bid}.feed_forward.experts.{wid}.weight"
+
+ new_name = self.map_tensor_name(merged_name)
+
+ yield from super().modify_tensors(data_torch, new_name, bid)
+ return
+ else:
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
@ModelBase.register("MiniMaxM2ForCausalLM")
+@ModelBase.example("MiniMaxAI/MiniMax-M2")
class MiniMaxM2Model(TextModel):
model_arch = gguf.MODEL_ARCH.MINIMAXM2
_experts_cache: dict[int, dict[str, Tensor]] = {}
@@ -23,7 +133,7 @@ class MiniMaxM2Model(TextModel):
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None):
# merge expert weights
- if 'experts' in name:
+ if "block_sparse_moe.experts." in name:
n_experts = self.find_hparam(["num_local_experts", "num_experts"])
assert bid is not None
@@ -52,3 +162,120 @@ class MiniMaxM2Model(TextModel):
return
yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("MiniMaxM3SparseForCausalLM", "MiniMaxM3SparseForConditionalGeneration")
+@ModelBase.example("MiniMaxAI/MiniMax-M3")
+class MiniMaxM3Model(MiniMaxM2Model):
+ model_arch = gguf.MODEL_ARCH.MINIMAXM3
+
+ def tensor_force_quant(self, name, new_name, bid, n_dims):
+ if ".indexer." in new_name:
+ return gguf.GGMLQuantizationType.F32
+ return super().tensor_force_quant(name, new_name, bid, n_dims)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ self.gguf_writer.add_expert_shared_count(self.find_hparam(["n_shared_experts"]))
+ self.gguf_writer.add_expert_weights_scale(self.find_hparam(["routed_scaling_factor"]))
+ self.gguf_writer.add_expert_weights_norm(True)
+
+ sac = self.find_hparam(["sparse_attention_config"])
+ self.gguf_writer.add_indexer_head_count(sac["sparse_num_index_heads"])
+ self.gguf_writer.add_indexer_key_length(sac["sparse_index_dim"])
+ self.gguf_writer.add_indexer_top_k(sac["sparse_topk_blocks"])
+ self.gguf_writer.add_indexer_block_size(sac["sparse_block_size"])
+ self.gguf_writer.add_indexer_local_blocks(sac["sparse_local_block"])
+
+ moe_layer_freq = self.find_hparam(["moe_layer_freq"])
+ n_dense = 0
+ for v in moe_layer_freq:
+ if v == 0:
+ n_dense += 1
+ else:
+ break
+ self.gguf_writer.add_leading_dense_block_count(n_dense)
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None):
+ # Gemma-style (1 + w) RMSNorm: bake the +1 in so llama.cpp can use plain RMSNorm
+ if name.endswith("norm.weight"):
+ data_torch = data_torch + 1.0
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("MiniMaxM3SparseForConditionalGeneration", "MiniMaxM3VLForConditionalGeneration")
+@ModelBase.example("MiniMaxAI/MiniMax-M3")
+class MiniMaxM3VisionModel(MmprojModel):
+ @classmethod
+ def filter_tensors(cls, item):
+ name, gen = item
+ # keep only the vision-side tensors; text / mtp / sparse-index are dropped
+ if not name.startswith(("vision_tower.", "multi_modal_projector.", "patch_merge_mlp.")):
+ return None
+ return super().filter_tensors((name, gen))
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ assert self.hparams_vision is not None
+
+ self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MINIMAXM3)
+ self.gguf_writer.add_vision_use_gelu(True)
+
+ # the ViT carries its own LayerNorm eps (text tower uses a different one)
+ self.gguf_writer.add_vision_attention_layernorm_eps(
+ self.hparams_vision.get("layer_norm_eps", 1e-5)
+ )
+
+ comp = self.hparams_vision.get("img_token_compression_config", {})
+ merge_size = comp.get("spatial_merge_size", 2)
+ self.gguf_writer.add_vision_spatial_merge_size(int(merge_size))
+
+ def modify_tensors(self, data_torch, name, bid):
+ assert self.hparams_vision is not None
+
+ # Conv3d patch embed -> Conv2d slices
+ if name == "vision_tower.vision_model.embeddings.patch_embedding.weight":
+ if data_torch.ndim != 5:
+ raise ValueError(f"unexpected patch_embedding rank {data_torch.ndim} for {name}")
+ kt = data_torch.shape[2]
+ base = gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.V_ENC_EMBD_PATCH]
+ for t in range(kt):
+ suffix = ".weight" if t == 0 else f".weight.{t}"
+ yield (base + suffix, data_torch[:, :, t, ...])
+ return
+
+ # Permute ViT q/k. HF [Ta Ha Wa | Tb Hb Wb | pad] reorder to [Ta Tb | Ha Hb | Wa Wb | pad].
+ for new_name, tensor in super().modify_tensors(data_torch, name, bid):
+ if ".attn_q." in new_name or ".attn_k." in new_name:
+ tensor = self._permute_vit_qk(tensor, new_name)
+ yield new_name, tensor
+
+ def _permute_vit_qk(self, t: "Tensor", new_name: str) -> "Tensor":
+ assert self.hparams_vision is not None
+ n_head = self.hparams_vision["num_attention_heads"]
+ d_head = t.shape[0] // n_head
+ axis_dim = 2 * ((2 * (d_head // 2) // 3) // 2)
+ ah = axis_dim // 2
+ half = 3 * ah
+ perm = []
+ perm += list(range(0, ah))
+ perm += list(range(half, half + ah))
+ perm += list(range(ah, 2 * ah))
+ perm += list(range(half + ah, half + 2 * ah))
+ perm += list(range(2 * ah, 3 * ah))
+ perm += list(range(half + 2 * ah, half + 3 * ah))
+ perm += list(range(2 * half, d_head))
+
+ assert axis_dim % 2 == 0
+ assert 3 * axis_dim <= d_head
+ assert len(perm) == d_head
+ assert sorted(perm) == list(range(d_head)), "perm is not a bijection of d_head"
+ assert t.shape[0] == n_head * d_head, f"{new_name}: {t.shape[0]} != {n_head}*{d_head}"
+ assert d_head == 80
+
+ idx = torch.tensor(perm, dtype=torch.long)
+ if t.ndim == 2:
+ return t.reshape(n_head, d_head, t.shape[1])[:, idx, :].reshape(t.shape)
+ return t.reshape(n_head, d_head)[:, idx].reshape(t.shape)
diff --git a/conversion/mistral3.py b/conversion/mistral3.py
index af9438ae70..fee039b353 100644
--- a/conversion/mistral3.py
+++ b/conversion/mistral3.py
@@ -15,6 +15,7 @@ from .llama import LlamaModel
"Mistral3ForConditionalGeneration",
"Ministral3ForCausalLM",
)
+@ModelBase.example("mistralai/Mistral-Small-3.1-24B-Instruct-2503", "hf-tiny-v2/tiny-random-Ministral3ForCausalLM")
class Mistral3Model(TextModel):
class Ministral3Model(LlamaModel):
model_arch = gguf.MODEL_ARCH.MISTRAL3
diff --git a/conversion/mpt.py b/conversion/mpt.py
index 9557ab7fa6..d5d849ff35 100644
--- a/conversion/mpt.py
+++ b/conversion/mpt.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("MPTForCausalLM")
+@ModelBase.example("anas-awadalla/mpt-7b")
class MPTModel(TextModel):
model_arch = gguf.MODEL_ARCH.MPT
diff --git a/conversion/muse_glimmer.py b/conversion/muse_glimmer.py
new file mode 100644
index 0000000000..b205f70a0e
--- /dev/null
+++ b/conversion/muse_glimmer.py
@@ -0,0 +1,182 @@
+from __future__ import annotations
+
+import json
+from typing import Any, Iterable, TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import MmprojModel, ModelBase, TextModel, gguf
+
+
+def _unpermute_for_rope(tensor: "Tensor", n_heads: int) -> "Tensor":
+ """Invert transformers' `_permute_for_rope`: HF stores Q/K in rotate_half layout,
+ llama.cpp consumes the interleaved (NORM) layout."""
+ if tensor.ndim == 2:
+ dim1, dim2 = tensor.shape
+ return tensor.view(n_heads, 2, dim1 // n_heads // 2, dim2).transpose(1, 2).reshape(dim1, dim2)
+ if tensor.ndim == 1:
+ (dim1,) = tensor.shape
+ return tensor.view(n_heads, 2, dim1 // n_heads // 2).transpose(1, 2).reshape(dim1)
+ raise ValueError(f"_unpermute_for_rope: unexpected shape {tuple(tensor.shape)}")
+
+
+@ModelBase.register("MuseGlimmerForConditionalGeneration")
+@ModelBase.example("meta-models/Muse-Glimmer-30B")
+class MuseGlimmerModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.MUSE_GLIMMER
+
+ def norm_shift(self, name: str) -> float:
+ # All four layer norms use 1, the final norm uses 0.
+ return 1.0 if name.endswith("layernorm.weight") else 0.0
+
+ def set_vocab(self):
+ self._set_vocab_gpt2()
+
+ from transformers import AutoTokenizer
+ tok = AutoTokenizer.from_pretrained(self.dir_model)
+ eot_id = tok.convert_tokens_to_ids("<|eot|>")
+ if isinstance(eot_id, int) and eot_id >= 0:
+ self.gguf_writer.add_eot_token_id(eot_id)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ hparams = self.hparams
+
+ self.gguf_writer.add_final_logit_softcapping(hparams["final_logit_softcapping"])
+ self.gguf_writer.add_logit_scale(hparams["output_multiplier"])
+ self.gguf_writer.add_sliding_window(hparams["sliding_window"])
+ self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in hparams["layer_types"]])
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ shift = self.norm_shift(name)
+ if shift != 0.0:
+ data_torch = data_torch + shift
+
+ # Invert transformers' `_permute_for_rope` on Q/K, we keep ggml's NORM (interleaved) rope
+ if ".self_attn.q_proj." in name:
+ data_torch = _unpermute_for_rope(data_torch, int(self.hparams["num_attention_heads"]))
+ elif ".self_attn.k_proj." in name:
+ data_torch = _unpermute_for_rope(data_torch, int(self.hparams["num_key_value_heads"]))
+
+ # Synthesize QK-norm weights to absorb qk_scale_factor.
+ # MuseGlimmer implementation: scaleless RMSNorm followed by qk_scale_factor..
+ if bid is not None and name.endswith(f"model.layers.{bid}.self_attn.q_proj.weight"):
+ head_dim = self.hparams["head_dim"]
+ q_scale = float(self.hparams["qk_scale_factor"])
+ yield (
+ self.map_tensor_name(f"model.layers.{bid}.self_attn.q_norm.weight"),
+ torch.full((head_dim,), q_scale, dtype=torch.float32),
+ )
+ yield (
+ self.map_tensor_name(f"model.layers.{bid}.self_attn.k_norm.weight"),
+ torch.ones((head_dim,), dtype=torch.float32),
+ )
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("MuseGlimmerForConditionalGeneration")
+@ModelBase.example("meta-models/Muse-Glimmer-30B")
+class MuseGlimmerVisionModel(MmprojModel):
+ def get_vision_config(self) -> dict[str, Any] | None:
+ c = self.global_config.get("vision_config")
+ if not c:
+ return None
+ # MuseGlimmer actually uses dynamic size, initialize with nominal size
+ image_size = c["pos_emb_height"] * c["patch_size"] * c["merge_size"]
+ return {**c, "image_size": image_size}
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ assert self.hparams_vision is not None
+ c = self.hparams_vision # enriched vision_config from get_vision_config()
+
+ self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MUSE_GLIMMER)
+ self.gguf_writer.add_vision_attention_layernorm_eps(float(c["layer_norm_eps"]))
+ self.gguf_writer.add_vision_spatial_merge_size(int(c["merge_size"]))
+
+ @classmethod
+ def filter_tensors(cls, item):
+ name, gen = item
+ keep = ("model.vision_tower.", "model.vision_adapter.", "model.vision_projection.")
+ if not any(name.startswith(k) for k in keep):
+ return None
+ return super().filter_tensors((name, gen))
+
+ # 3-layer projector MLP
+ _MM_MLP_MAP = {
+ "model.vision_adapter.fc1": (gguf.MODEL_TENSOR.V_MMPROJ, 0),
+ "model.vision_adapter.fc2": (gguf.MODEL_TENSOR.V_MMPROJ, 1),
+ "model.vision_projection": (gguf.MODEL_TENSOR.V_MMPROJ, 2),
+ }
+
+ def modify_tensors(self, data_torch, name, bid):
+ assert self.hparams_vision is not None
+ if ".attn.q_proj." in name or ".attn.k_proj." in name:
+ n_heads = int(self.hparams_vision["num_attention_heads"])
+ data_torch = _unpermute_for_rope(data_torch, n_heads)
+ # Lay out the pt=2 temporal slabs of the patch embedding as a conv2d for build_inp()
+ if name.endswith("patch_embedder.patch_embedding.weight"):
+ n_embd = data_torch.shape[0]
+ pt = int(self.hparams_vision["patch_temporal"])
+ ps = int(self.hparams_vision["patch_size"])
+ data_torch = data_torch.view(n_embd, pt, 3, ps, ps).sum(dim=1) # (n_embd, 3, ps, ps)
+ stem, _, suffix = name.rpartition(".")
+ if stem in self._MM_MLP_MAP:
+ tensor_key, idx = self._MM_MLP_MAP[stem]
+ yield (self.format_tensor_name(tensor_key, bid=idx, suffix="." + suffix), data_torch)
+ return
+ yield (self.map_tensor_name(name), data_torch)
+
+
+@ModelBase.register("MuseGlimmerAssistantModel")
+@ModelBase.example("meta-models/Muse-Glimmer-30B-assistant")
+class MuseGlimmerAssistantModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.DFLASH
+
+ def set_vocab(self):
+ if self.target_model_dir is None:
+ raise ValueError(
+ "MuseGlimmerAssistant (DFlash drafter) requires --target-model-dir pointing to the "
+ "target MuseGlimmer HF directory"
+ )
+
+ original_dir = self.dir_model
+ self.dir_model = self.target_model_dir
+
+ from . import get_model_class
+ with open(self.target_model_dir / "config.json", "r", encoding="utf-8") as f:
+ target_arch = json.load(f)["architectures"][0]
+ target_cls = get_model_class(target_arch)
+ if target_cls is not type(self):
+ target_cls.set_vocab(self) # ty: ignore[unresolved-attribute]
+ else:
+ super().set_vocab()
+
+ self.dir_model = original_dir
+
+ mask_token_id = self.hparams.get("mask_token_id")
+ if mask_token_id is not None:
+ self.gguf_writer.add_mask_token_id(int(mask_token_id))
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ h = self.hparams
+
+ self.gguf_writer.add_block_size(int(h["block_size"]))
+
+ # dflash.target_layers[k] refers to the inputs going into the ith layer, which come from the (i-1)th layer's output.
+ # The transformers configuration refers to the outputs being recorded.
+ self.gguf_writer.add_target_layers([int(x) + 1 for x in h["target_layer_ids"]])
+
+ if h.get("sliding_window") and h.get("layer_types"):
+ self.gguf_writer.add_sliding_window(int(h["sliding_window"]))
+ self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in h["layer_types"]])
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # DFlash defaults to NEOX (rotate_half) rope, matching transformers HF layout for Q/K, QK-norms
+ # no permutation needed.
+ yield (self.map_tensor_name(name), data_torch)
diff --git a/conversion/nanbeige.py b/conversion/nanbeige.py
new file mode 100644
index 0000000000..a5b269a7a2
--- /dev/null
+++ b/conversion/nanbeige.py
@@ -0,0 +1,25 @@
+from __future__ import annotations
+
+from .base import ModelBase, gguf, logger
+from .llama import LlamaModel
+
+
+@ModelBase.register("NanbeigeForCausalLM")
+@ModelBase.example("Nanbeige/Nanbeige4.2-3B")
+class NanbeigeModel(LlamaModel):
+ model_arch = gguf.MODEL_ARCH.NANBEIGE
+ undo_permute = True
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ hparams = self.hparams
+
+ n_loops = int(hparams.get("num_loops", 1) or 1)
+ if n_loops < 1:
+ n_loops = 1
+ self.gguf_writer.add_num_loops(n_loops)
+ logger.info(f"gguf: num_loops = {n_loops}")
+
+ skip_loop_final_norm = bool(hparams.get("skip_loop_final_norm", False))
+ self.gguf_writer.add_skip_loop_final_norm(skip_loop_final_norm)
+ logger.info(f"gguf: skip_loop_final_norm = {skip_loop_final_norm}")
diff --git a/conversion/nemotron.py b/conversion/nemotron.py
index dfeeb97858..cd0d48c8f0 100644
--- a/conversion/nemotron.py
+++ b/conversion/nemotron.py
@@ -16,6 +16,7 @@ from .granite import GraniteHybridModel
"NemotronH_Nano_VL_V2",
"RADIOModel",
)
+@ModelBase.example("nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-BF16")
class NemotronNanoV2VLModel(MmprojModel):
# ViT-Huge architecture parameters for RADIO v2.5-h
_vit_hidden_size = 1280
@@ -39,28 +40,48 @@ class NemotronNanoV2VLModel(MmprojModel):
}
return vision_config
+ def get_audio_config(self) -> dict[str, Any] | None:
+ return self.global_config.get("sound_config")
+
def set_gguf_parameters(self):
if "image_mean" not in self.preprocessor_config:
self.preprocessor_config["image_mean"] = [0.485, 0.456, 0.406]
if "image_std" not in self.preprocessor_config:
self.preprocessor_config["image_std"] = [0.229, 0.224, 0.225]
+ if self.hparams_audio is not None:
+ self.has_vision_encoder = True
+ self.has_audio_encoder = True
+ self.gguf_writer.add_audio_num_mel_bins(self.hparams_audio["num_mel_bins"])
+ self.gguf_writer.add_audio_attention_layernorm_eps(1e-5)
+ self.gguf_writer.add_audio_subsampling_factor(self.hparams_audio["subsampling_factor"])
+ self.gguf_writer.add_audio_conv_kernel_size(self.hparams_audio["conv_kernel_size"])
+ self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.PARAKEET)
+ self.gguf_writer.add_clip_vision_projector_type(gguf.VisionProjectorType.NEMOTRON_V2_VL)
+ else:
+ self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.NEMOTRON_V2_VL)
+
super().set_gguf_parameters()
hparams = self.global_config
- self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.NEMOTRON_V2_VL)
self.gguf_writer.add_vision_attention_layernorm_eps(1e-6)
self.gguf_writer.add_vision_use_gelu(True)
downsample_ratio = hparams.get("downsample_ratio", 0.5)
self.gguf_writer.add_vision_projector_scale_factor(int(1.0 / downsample_ratio))
def tensor_force_quant(self, name, new_name, bid, n_dims):
- if ".position_embd." in new_name or "pos_embed" in new_name:
- return gguf.GGMLQuantizationType.F32
+ if "sound_encoder" in name or new_name.startswith("mm.a."):
+ if "bias" in new_name or "norm" in new_name:
+ return gguf.GGMLQuantizationType.F32
+ if "conv" in new_name and "weight" in new_name:
+ return gguf.GGMLQuantizationType.F32
+
return super().tensor_force_quant(name, new_name, bid, n_dims)
@classmethod
def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
- name, gen = item
+ if (titem := super().filter_tensors(item)) is None:
+ return None
+ name, gen = titem
if "input_conditioner" in name:
return None
@@ -69,14 +90,18 @@ class NemotronNanoV2VLModel(MmprojModel):
if "radio_model.model.patch_generator.video_embedder" in name:
return None
- if not name.startswith("vision_model.radio_model.model.") and not name.startswith("mlp1."):
+ if not name.startswith(("vision_model.radio_model.model.", "mlp1.", "sound_encoder.", "sound_projection.")):
return None
if "patch_generator.pos_embed" in name:
if not name.endswith(".weight"):
name += ".weight"
- return super().filter_tensors((name, gen))
+ # num_batches is only used for training not inference.
+ if "conv.norm" in name and "num_batches" in name:
+ return None
+
+ return name, gen
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
# RADIO's pos_embed doesn't have .weight suffix, but clip.cpp expects it
@@ -104,10 +129,30 @@ class NemotronNanoV2VLModel(MmprojModel):
n_embd = self.hparams["hidden_size"]
data_torch = data_torch.reshape(n_embd, 3, patch_size, patch_size)
- yield from super().modify_tensors(data_torch, name, bid)
+ if "depthwise_conv.weight" in name:
+ data_torch = data_torch.unsqueeze(-1)
+ data_torch = data_torch.permute(3, 1, 0, 2).contiguous()
+
+ if "pointwise_conv" in name and name.endswith(".weight"):
+ if len(data_torch.shape) == 3 and data_torch.shape[2] == 1:
+ data_torch = data_torch.reshape(data_torch.shape[0], data_torch.shape[1])
+
+ if "subsampling.layers" in name and name.endswith(".bias"):
+ if len(data_torch.shape) == 1:
+ data_torch = data_torch.reshape(1, -1, 1, 1)
+
+ if "pointwise_conv" in name and name.endswith(".bias"):
+ if len(data_torch.shape) == 1:
+ data_torch = data_torch.reshape(1, -1, 1, 1)
+
+ for mapped_name, tensor in super().modify_tensors(data_torch, name, bid):
+ if name.startswith("sound_projection.") and mapped_name.startswith("mm.model.mlp."):
+ mapped_name = mapped_name.replace("mm.model.mlp.", "mm.a.mlp.")
+ yield mapped_name, tensor
@ModelBase.register("NemotronForCausalLM")
+@ModelBase.example("nvidia/Minitron-4B-Base")
class NemotronModel(TextModel):
model_arch = gguf.MODEL_ARCH.NEMOTRON
@@ -125,17 +170,18 @@ class NemotronModel(TextModel):
self.gguf_writer.add_layer_norm_eps(f_norm_eps)
# * Partial RoPE
- rot_pct = self.find_hparam(["partial_rotary_factor", "rope_pct", "rope_percent"])
+ rot_pct = self.rope_parameters["partial_rotary_factor"]
n_embd = self.find_hparam(["hidden_size", "n_embd"])
n_head = self.find_hparam(["num_attention_heads", "n_head"])
self.gguf_writer.add_rope_dimension_count(int(rot_pct * n_embd) // n_head)
# * RopeScaling for Nemotron
- if "rope_scaling" not in self.hparams or self.hparams["rope_scaling"] is None:
+ factor = self.hparams.get("factor") or self.rope_parameters.get("factor")
+ if factor is None:
self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE)
else:
self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.LINEAR)
- self.gguf_writer.add_rope_scaling_factor(self.hparams["factor"])
+ self.gguf_writer.add_rope_scaling_factor(factor)
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
# * Adding +1 to LayerNorm's weights here to implement layernorm1p w/o changing anything on the GGML engine side
@@ -149,17 +195,25 @@ class NemotronModel(TextModel):
@ModelBase.register("NemotronHForCausalLM")
+@ModelBase.example("nvidia/Nemotron-H-8B-Base-8K")
class NemotronHModel(GraniteHybridModel):
"""Hybrid mamba2/attention model from NVIDIA"""
model_arch = gguf.MODEL_ARCH.NEMOTRON_H
is_moe: bool = False
+ supports_mtp_export = True
+
+ _SSM_LAYER_TYPES = {"mamba", "linear_attention"}
+ _ATTN_LAYER_TYPES = {"attention", "full_attention"}
+ _MLP_LAYER_TYPES = {"moe"}
def __init__(self, *args, **kwargs):
# We have to determine the correct model architecture (MoE vs non-MoE) before
# calling the parent __init__. This is because the parent constructor
# uses self.model_arch to build the tensor name map, and all MoE-specific
# mappings would be missed if it were called with the default non-MoE arch.
- hparams = ModelBase.load_hparams(args[0], self.is_mistral_format)
+ hparams = kwargs.pop("hparams", None)
+ if hparams is None:
+ hparams = ModelBase.load_hparams(args[0], self.is_mistral_format)
has_moe_params = (
"num_experts_per_tok" in hparams
or (isinstance(hparams.get("llm_config"), dict) and "num_experts_per_tok" in hparams["llm_config"])
@@ -167,8 +221,11 @@ class NemotronHModel(GraniteHybridModel):
if has_moe_params:
self.model_arch = gguf.MODEL_ARCH.NEMOTRON_H_MOE
self.is_moe = True
+ layers_block_type = hparams.get("layers_block_type")
+ if layers_block_type is not None:
+ hparams["num_hidden_layers"] = len(layers_block_type)
- super().__init__(*args, **kwargs)
+ super().__init__(*args, hparams=hparams, **kwargs)
# Save the top-level head_dim for later
self.head_dim = self.hparams.get("head_dim", self.hparams.get("attention_head_dim"))
@@ -189,8 +246,27 @@ class NemotronHModel(GraniteHybridModel):
self._ssm_layers = [i for i, val in enumerate(pattern) if val == "M"]
self._mlp_layers = [i for i, val in enumerate(pattern) if val == ("E" if self.is_moe else "-")]
else:
- self._ssm_layers = [i for i, val in enumerate(pattern) if val == "mamba"]
- self._mlp_layers = [i for i, val in enumerate(pattern) if val == "moe"]
+ self._ssm_layers = [i for i, val in enumerate(pattern) if val in self._SSM_LAYER_TYPES]
+ self._mlp_layers = [i for i, val in enumerate(pattern) if val in self._MLP_LAYER_TYPES]
+
+ # `--no-mtp` drops it entirely; `--mtp` exports only the MTP head
+ self._mtp_bid: int | None = None
+ if self.is_moe and not self.no_mtp:
+ n_nextn = self.hparams.get("num_nextn_predict_layers", 0) or 0
+ if n_nextn > 0:
+ assert n_nextn == 1, (
+ "NemotronH MTP conversion currently supports num_nextn_predict_layers == 1"
+ )
+ self._mtp_bid = self.block_count
+ self.block_count += 1
+ # The folded MTP block carries both an attention sub-layer and a
+ # MoE sub-layer, so register it as both so the per-layer metadata arrays cover it
+ self._attn_layers.append(self._mtp_bid)
+ self._mlp_layers.append(self._mtp_bid)
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ if self.mtp_only and self._mtp_bid is None:
+ raise ValueError("--mtp was requested, but this model does not contain a supported MTP head")
def get_attn_layers(self):
pattern = self.hparams.get("hybrid_override_pattern") or self.hparams.get("layers_block_type")
@@ -200,7 +276,45 @@ class NemotronHModel(GraniteHybridModel):
if isinstance(pattern, str):
return [i for i, val in enumerate(pattern) if val == "*"]
- return [i for i, val in enumerate(pattern) if val == "attention"]
+ return [i for i, val in enumerate(pattern) if val in self._ATTN_LAYER_TYPES]
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+ if name.startswith("mtp."):
+ # --no-mtp: drop the MTP head entirely
+ if cls.no_mtp:
+ return None
+ elif cls.mtp_only:
+ # --mtp: export the MTP head plus the tensors it shares with the target model
+ # Include lm_head scale sidecars so NVFP4 packing sees them.
+ keep = name in (
+ "backbone.embeddings.weight",
+ "backbone.norm_f.weight",
+ "lm_head.weight",
+ "lm_head.weight_scale",
+ "lm_head.weight_scale_2",
+ "lm_head.weight_scale_inv",
+ "lm_head.input_scale",
+ "lm_head.input_global_scale",
+ "lm_head.weight_global_scale",
+ "lm_head.weight_packed",
+ )
+ if not keep:
+ return None
+ return super().filter_tensors((name, gen))
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only)
+
+ if not self.mtp_only or not from_dir:
+ return
+ output_type: str = self.ftype.name.partition("_")[2]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune,
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
def set_gguf_parameters(self):
super().set_gguf_parameters()
@@ -240,6 +354,10 @@ class NemotronHModel(GraniteHybridModel):
if (latent_size := self.hparams.get("moe_latent_size")) is not None:
self.gguf_writer.add_moe_latent_size(latent_size)
+ # MTP head: number of trailing NextN blocks
+ if self._mtp_bid is not None:
+ self.gguf_writer.add_nextn_predict_layers(self.hparams["num_nextn_predict_layers"])
+
def set_vocab(self):
# The NemotronH config uses pattern characters (e.g. '-') that may not
# be supported by the installed transformers version. AutoTokenizer
@@ -306,15 +424,24 @@ class NemotronHModel(GraniteHybridModel):
if not self.is_moe:
self.gguf_writer.add_add_bos_token(True)
- def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
- if self.is_moe and bid is not None:
- # Skip Multi-Token Prediction (MTP) tensors. These are used for
- # for speculative decoding but we don't include them in this model
- # conversion. See https://github.com/ggml-org/llama.cpp/pull/18886
- if name.startswith("mtp."):
- logger.info(f"gguf: Skipping MTP (Speculative) layer: {name}")
- return
+ _MTP_SPECIAL_RENAMES = {
+ "mtp.layers.0.enorm.weight": "model.layers.{bid}.enorm.weight",
+ "mtp.layers.0.hnorm.weight": "model.layers.{bid}.hnorm.weight",
+ "mtp.layers.0.eh_proj.weight": "model.layers.{bid}.eh_proj.weight",
+ "mtp.layers.1.norm.weight": "model.layers.{bid}.post_attention_layernorm.weight",
+ "mtp.layers.1.final_layernorm.weight": "model.layers.{bid}.shared_head.norm.weight",
+ }
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # mtp.layers.0: NextN input fusion + attention
+ # mtp.layers.1: MoE + final head norm
+ if self._mtp_bid is not None and name.startswith(("mtp.layers.0.", "mtp.layers.1.")):
+ suffix = name.split(".", 3)[3]
+ bid = self._mtp_bid
+ renamed = self._MTP_SPECIAL_RENAMES.get(name)
+ name = renamed.format(bid=bid) if renamed else f"backbone.layers.{bid}.{suffix}"
+
+ if self.is_moe and bid is not None:
if name.endswith("mixer.gate.e_score_correction.bias"):
yield from ModelBase.modify_tensors(self, data_torch, name, bid)
return
diff --git a/conversion/olmo.py b/conversion/olmo.py
index 1664c30e40..e6faa19758 100644
--- a/conversion/olmo.py
+++ b/conversion/olmo.py
@@ -14,6 +14,7 @@ from .llama import LlamaModel
@ModelBase.register("OlmoForCausalLM")
@ModelBase.register("OLMoForCausalLM")
+@ModelBase.example("allenai/OLMo-1.7-7B-hf")
class OlmoModel(TextModel):
model_arch = gguf.MODEL_ARCH.OLMO
@@ -39,12 +40,14 @@ class OlmoModel(TextModel):
@ModelBase.register("SeedOssForCausalLM")
+@ModelBase.example("ByteDance-Seed/Seed-OSS-36B-Instruct")
class SeedOssModel(TextModel):
model_arch = gguf.MODEL_ARCH.SEED_OSS
@ModelBase.register("Olmo2ForCausalLM")
@ModelBase.register("Olmo3ForCausalLM")
+@ModelBase.example("allenai/OLMo-2-1124-7B-Instruct", "allenai/Olmo-3-7B-Instruct")
class Olmo2Model(TextModel):
model_arch = gguf.MODEL_ARCH.OLMO2
@@ -67,6 +70,7 @@ class Olmo2Model(TextModel):
@ModelBase.register("OlmoeForCausalLM")
+@ModelBase.example("allenai/OLMoE-1B-7B-0924")
class OlmoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.OLMOE
diff --git a/conversion/openelm.py b/conversion/openelm.py
index ecc746dc34..8863378bbf 100644
--- a/conversion/openelm.py
+++ b/conversion/openelm.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("OpenELMForCausalLM")
+@ModelBase.example("apple/OpenELM-270M")
class OpenELMModel(TextModel):
model_arch = gguf.MODEL_ARCH.OPENELM
diff --git a/conversion/orion.py b/conversion/orion.py
index 8dfceeed1f..3e4c633c18 100644
--- a/conversion/orion.py
+++ b/conversion/orion.py
@@ -4,6 +4,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("OrionForCausalLM")
+@ModelBase.example("OrionStarAI/Orion-14B-Base")
class OrionModel(TextModel):
model_arch = gguf.MODEL_ARCH.ORION
diff --git a/conversion/pangu.py b/conversion/pangu.py
index 42016ba028..74c76532b5 100644
--- a/conversion/pangu.py
+++ b/conversion/pangu.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("PanguEmbeddedForCausalLM")
+@ModelBase.example("FreedomIntelligence/openPangu-Embedded-7B-V1.1")
class PanguEmbeddedModel(TextModel):
model_arch = gguf.MODEL_ARCH.PANGU_EMBED
diff --git a/conversion/phi.py b/conversion/phi.py
index 5e0d72847a..7d2532067b 100644
--- a/conversion/phi.py
+++ b/conversion/phi.py
@@ -14,11 +14,12 @@ from .base import MmprojModel, ModelBase, SentencePieceTokenTypes, TextModel, gg
@ModelBase.register("PhiForCausalLM")
+@ModelBase.example("microsoft/phi-2")
class Phi2Model(TextModel):
model_arch = gguf.MODEL_ARCH.PHI2
def set_gguf_parameters(self):
- rot_pct = self.find_hparam(["partial_rotary_factor"])
+ rot_pct = self.rope_parameters["partial_rotary_factor"]
n_embd = self.find_hparam(["hidden_size", "n_embd"])
n_head = self.find_hparam(["num_attention_heads", "n_head"])
@@ -36,6 +37,7 @@ class Phi2Model(TextModel):
@ModelBase.register("Phi3ForCausalLM", "Phi4ForCausalLMV")
+@ModelBase.example("microsoft/Phi-3-mini-4k-instruct")
class Phi3MiniModel(TextModel):
model_arch = gguf.MODEL_ARCH.PHI3
@@ -149,8 +151,8 @@ class Phi3MiniModel(TextModel):
n_head_kv = self.find_hparam(["num_key_value_heads", "n_head_kv"])
rms_eps = self.find_hparam(["rms_norm_eps"])
max_pos_embds = self.find_hparam(["n_positions", "max_position_embeddings"])
- orig_max_pos_embds = self.find_hparam(["original_max_position_embeddings"])
- rot_pct = self.hparams.get("partial_rotary_factor", 1.0)
+ orig_max_pos_embds = self.rope_parameters["original_max_position_embeddings"]
+ rot_pct = self.rope_parameters.get("partial_rotary_factor", 1.0)
rope_dims = int(rot_pct * n_embd) // n_head
self.gguf_writer.add_context_length(max_pos_embds)
@@ -174,18 +176,19 @@ class Phi3MiniModel(TextModel):
n_embd = self.find_hparam(["hidden_size", "n_embd"])
n_head = self.find_hparam(["num_attention_heads", "n_head"])
max_pos_embds = self.find_hparam(["n_positions", "max_position_embeddings"])
- orig_max_pos_embds = self.find_hparam(["original_max_position_embeddings"])
- rot_pct = self.hparams.get("partial_rotary_factor", 1.0)
+ orig_max_pos_embds = self.rope_parameters["original_max_position_embeddings"]
+ rot_pct = self.rope_parameters.get("partial_rotary_factor", 1.0)
rope_dims = int(rot_pct * n_embd) // n_head
# write rope scaling for long context (128k) model
- rope_scaling = self.find_hparam(['rope_scaling'], True)
- if rope_scaling is None:
+ long_factors = self.rope_parameters.get('long_factor')
+ short_factors = self.rope_parameters.get('short_factor')
+ if not long_factors:
return
scale = max_pos_embds / orig_max_pos_embds
- rope_scaling_type = rope_scaling.get('rope_type', rope_scaling.get('type', '')).lower()
+ rope_scaling_type = self.rope_parameters.get('rope_type', '').lower()
if len(rope_scaling_type) == 0:
raise KeyError('Missing the required key rope_scaling.type')
@@ -198,9 +201,6 @@ class Phi3MiniModel(TextModel):
self.gguf_writer.add_rope_scaling_attn_factors(attn_factor)
- long_factors = rope_scaling.get('long_factor', None)
- short_factors = rope_scaling.get('short_factor', None)
-
if long_factors is None or short_factors is None:
raise KeyError('Missing the required key rope_scaling.long_factor or rope_scaling_short_factor')
@@ -212,6 +212,7 @@ class Phi3MiniModel(TextModel):
@ModelBase.register("Phi4ForCausalLMV")
+# [TAG_HF_EXAMPLE_MISSING]
class Phi4VisionMmprojModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -338,6 +339,7 @@ class Phi4VisionMmprojModel(MmprojModel):
@ModelBase.register("PhiMoEForCausalLM")
+@ModelBase.example("microsoft/Phi-3.5-MoE-instruct")
class PhiMoeModel(Phi3MiniModel):
model_arch = gguf.MODEL_ARCH.PHIMOE
diff --git a/conversion/plamo.py b/conversion/plamo.py
index c4bcbdf06b..31c6455aaf 100644
--- a/conversion/plamo.py
+++ b/conversion/plamo.py
@@ -13,6 +13,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("PlamoForCausalLM")
+@ModelBase.example("pfnet/plamo-13b")
class PlamoModel(TextModel):
model_arch = gguf.MODEL_ARCH.PLAMO
@@ -58,6 +59,7 @@ class PlamoModel(TextModel):
@ModelBase.register("Plamo2ForCausalLM", "PLaMo2ForCausalLM")
+@ModelBase.example("pfnet/plamo-2-1b")
class Plamo2Model(TextModel):
model_arch = gguf.MODEL_ARCH.PLAMO2
@@ -147,6 +149,8 @@ class Plamo2Model(TextModel):
@ModelBase.register("Plamo3ForCausalLM", "PLaMo3ForCausalLM")
+# [TAG_HF_EXAMPLE_GATED] pfnet/plamo-3-nict-2b-base is gated
+@ModelBase.example("midorin-Linux/plamo-3-12b-self-merged-base")
class Plamo3Model(TextModel):
model_arch = gguf.MODEL_ARCH.PLAMO3
diff --git a/conversion/plm.py b/conversion/plm.py
index 3fde487085..bca0147e63 100644
--- a/conversion/plm.py
+++ b/conversion/plm.py
@@ -4,6 +4,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("PLMForCausalLM")
+@ModelBase.example("PLM-Team/PLM-1.8B-Instruct")
class PLMModel(TextModel):
model_arch = gguf.MODEL_ARCH.PLM
diff --git a/conversion/pockettts.py b/conversion/pockettts.py
new file mode 100644
index 0000000000..1c99e58cfc
--- /dev/null
+++ b/conversion/pockettts.py
@@ -0,0 +1,380 @@
+from __future__ import annotations
+
+import re
+from pathlib import Path
+from typing import Any, Iterable, TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import ModelBase, MmprojModel, SentencePieceTokenTypes, TextModel, gguf, logger
+
+# Pocket TTS is a CALM: the backbone conditions a flow-matching decoder that generates one
+# continuous 32-d latent per frame. There is no codebook in this model.
+# The checkpoint ships no config.json, hparams come from _load_hparams() below.
+#
+# Tricks being used to support this model via existing llama.cpp code paths:
+# - bos_before_voice and bos_emb are learned input vectors, not tokens
+# they are appended to the embedding table as extra tokens, to be looked up like any other row
+# - bos_emb lives in latent space, so input_linear is folded into it here
+# - the backbone has no lm_head, the embedding table is reused as output for the unused logits
+#
+# pipeline stage mapping:
+# mimi encoder + speaker_proj --> mapped to normal mtmd audio encoder
+# flow_lm.transformer --> mapped to normal libllama text model (autoregressive)
+# flow_lm.flow_net + out_eos --> MTMD_GEN_PROCESS_TYPE_GEN_CODE
+# mimi decoder --> MTMD_GEN_PROCESS_TYPE_GEN_WAV
+
+# indices into mimi.encoder.model / mimi.decoder.model for stage i, see SEANetEncoder/SEANetDecoder
+_ENC_RES_IDX = lambda i: 1 + 3 * i # noqa: E731
+_ENC_SCALE_IDX = lambda i: 3 + 3 * i # noqa: E731
+_DEC_SCALE_IDX = lambda i: 2 + 3 * i # noqa: E731
+_DEC_RES_IDX = lambda i: 3 + 3 * i # noqa: E731
+
+_N_SEANET_STAGES = 3
+_SAMPLE_RATE = 24000
+
+
+def _tensor_shapes(dir_model: Path) -> dict[str, tuple[int, ...]]:
+ part_names = ModelBase.get_model_part_names(dir_model, "model", ".safetensors")
+ if len(part_names) != 1:
+ return {}
+ with gguf.utility.SafetensorsLocal(dir_model / part_names[0]) as part:
+ return {name: tuple(part[name].shape) for name in part.keys()}
+
+
+@ModelBase.register_hparams_loader(lambda dir_model: "flow_lm.bos_emb" in _tensor_shapes(dir_model))
+def _load_hparams(dir_model: Path) -> dict[str, Any]:
+ logger.info("gguf: detected pocket-tts checkpoint, deriving hparams from tensor shapes")
+ shapes = _tensor_shapes(dir_model)
+ n_vocab, n_embd = shapes["flow_lm.conditioner.embed.weight"]
+ n_layer = sum(1 for name in shapes if re.fullmatch(r"flow_lm\.transformer\.layers\.\d+\.norm1\.weight", name))
+ n_layer_a = sum(1 for name in shapes if re.fullmatch(r"mimi\.encoder_transformer\.transformer\.layers\.\d+\.norm1\.weight", name))
+ n_embd_a = shapes["mimi.encoder_transformer.transformer.layers.0.norm1.weight"][0]
+ return {
+ "architectures": ["PocketTTSModel"],
+ "model_type": "pockettts",
+ "num_hidden_layers": n_layer,
+ "hidden_size": n_embd,
+ "intermediate_size": shapes["flow_lm.transformer.layers.0.linear1.weight"][0],
+ # the transformer is fully causal with no context limit, this only bounds the KV cache
+ "max_position_embeddings": 4096,
+ # not in the checkpoint, but every released variant uses head_dim 64
+ "num_attention_heads": n_embd // 64,
+ # extra rows for the learned input vectors, see _embd_table()
+ "vocab_size": n_vocab + (2 if "flow_lm.bos_before_voice" in shapes else 1),
+ "rope_theta": 10000.0,
+ "layer_norm_eps": 1e-5,
+ "audio_config": {
+ "num_hidden_layers": n_layer_a,
+ "hidden_size": n_embd_a,
+ "intermediate_size": shapes["mimi.encoder_transformer.transformer.layers.0.linear1.weight"][0],
+ "num_attention_heads": n_embd_a // 64,
+ },
+ }
+
+
+@ModelBase.register("PocketTTSModel")
+# [TAG_HF_EXAMPLE_MISSING] model is gated, and the checkpoint requires cd to subdir, not supported here
+class PocketTTSModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.POCKETTTS
+
+ _LAYER_TENSOR_MAP = {
+ "norm1": gguf.MODEL_TENSOR.ATTN_NORM,
+ "norm2": gguf.MODEL_TENSOR.FFN_NORM,
+ "self_attn.out_proj": gguf.MODEL_TENSOR.ATTN_OUT,
+ "linear1": gguf.MODEL_TENSOR.FFN_UP,
+ "linear2": gguf.MODEL_TENSOR.FFN_DOWN,
+ }
+
+ def set_vocab(self):
+ # this is a unigram sentencepiece model, llama.cpp's SPM tokenizer cannot do
+ # unigram segmentation, so use the UGM tokenizer instead
+ from sentencepiece import sentencepiece_model_pb2 as model
+
+ proto = model.ModelProto() # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+ proto.ParseFromString(open(self.dir_model / "tokenizer.model", "rb").read())
+ assert proto.trainer_spec.model_type == 1, "expected a unigram tokenizer"
+
+ tokens, scores, toktypes = self._create_vocab_sentencepiece()
+
+ # the last rows of the embedding table are not sentencepiece pieces
+ extra = self._extra_tokens()
+ for i, name in enumerate(extra):
+ tokens[len(tokens) - len(extra) + i] = name.encode("utf-8")
+ toktypes[len(tokens) - len(extra) + i] = SentencePieceTokenTypes.CONTROL
+ scores[len(tokens) - len(extra) + i] = -1000.0
+
+ self.gguf_writer.add_tokenizer_model("t5")
+ self.gguf_writer.add_tokenizer_pre("default")
+ self.gguf_writer.add_token_list(tokens)
+ self.gguf_writer.add_token_scores(scores)
+ self.gguf_writer.add_token_types(toktypes)
+ self.gguf_writer.add_add_space_prefix(proto.normalizer_spec.add_dummy_prefix)
+ self.gguf_writer.add_remove_extra_whitespaces(proto.normalizer_spec.remove_extra_whitespaces)
+ if proto.normalizer_spec.precompiled_charsmap:
+ self.gguf_writer.add_precompiled_charsmap(proto.normalizer_spec.precompiled_charsmap)
+ self.gguf_writer.add_add_bos_token(False)
+ self.gguf_writer.add_add_eos_token(False)
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if not name.startswith("flow_lm."):
+ return # mimi and the flow net go to the mmproj
+
+ if name == "flow_lm.conditioner.embed.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD), self._embd_table(data_torch))
+ return
+
+ if name.startswith("flow_lm.out_norm."):
+ suffix = "." + name.rsplit(".", 1)[1]
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT_NORM, suffix=suffix), data_torch)
+ return
+
+ if name.startswith("flow_lm.transformer.layers."):
+ assert bid is not None
+ key_with_suffix = name.split(f"layers.{bid}.", 1)[1]
+ key, suffix = key_with_suffix.rsplit(".", 1)
+
+ if key == "self_attn.in_proj":
+ q, k, v = data_torch.chunk(3, dim=0)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_Q, bid), q)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K, bid), k)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V, bid), v)
+ return
+
+ tensor = self._LAYER_TENSOR_MAP.get(key)
+ if tensor is not None:
+ yield (self.format_tensor_name(tensor, bid, suffix="." + suffix), data_torch)
+ return
+
+ return
+
+ def _extra_tokens(self) -> list[str]:
+ # the conditioner's padding row, then the learned vectors appended by _embd_table().
+ # bos_before_voice only exists when the pack sets insert_bos_before_voice
+ names = ["<|pad|>"]
+ if "flow_lm.bos_before_voice" in self.model_tensors:
+ names.append("<|bos_before_voice|>")
+ names.append("<|audio_bos|>")
+ return names
+
+ def _embd_table(self, embed: Tensor) -> Tensor:
+ rows = [embed]
+ if "flow_lm.bos_before_voice" in self.model_tensors:
+ rows.append(self.model_tensors["flow_lm.bos_before_voice"]().reshape(1, -1).to(embed.dtype))
+
+ # bos_emb is a latent, it only enters the backbone through input_linear
+ bos_emb = self.model_tensors["flow_lm.bos_emb"]()
+ input_linear = self.model_tensors["flow_lm.input_linear.weight"]()
+ audio_bos = torch.nn.functional.linear(bos_emb.float(), input_linear.float()).reshape(1, -1)
+ rows.append(audio_bos.to(embed.dtype))
+
+ return torch.cat(rows, dim=0)
+
+
+@ModelBase.register("PocketTTSModel")
+# [TAG_HF_EXAMPLE_MISSING] model is gated, and the checkpoint requires cd to subdir, not supported here
+class PocketTTSMmprojModel(MmprojModel):
+ has_audio_encoder = True
+ has_vision_encoder = False
+
+ _MIMI_TFM_MAP = {
+ "norm1": (gguf.MODEL_TENSOR.A_ENC_INPUT_NORM, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_NORM),
+ "norm2": (gguf.MODEL_TENSOR.A_ENC_OUTPUT_NORM, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_NORM),
+ "self_attn.out_proj": (gguf.MODEL_TENSOR.A_ENC_OUTPUT, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_OUT),
+ "linear1": (gguf.MODEL_TENSOR.A_ENC_FFN_UP, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_UP),
+ "linear2": (gguf.MODEL_TENSOR.A_ENC_FFN_DOWN, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_DOWN),
+ "layer_scale_1.scale": (gguf.MODEL_TENSOR.A_ENC_ATTN_SCALE, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_SCALE),
+ "layer_scale_2.scale": (gguf.MODEL_TENSOR.A_ENC_FFN_SCALE_LS, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_SCALE),
+ }
+ _MIMI_TFM_QKV = (
+ (gguf.MODEL_TENSOR.A_ENC_ATTN_Q, gguf.MODEL_TENSOR.A_ENC_ATTN_K, gguf.MODEL_TENSOR.A_ENC_ATTN_V),
+ (gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_Q, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_K, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_V),
+ )
+
+ def set_gguf_parameters(self):
+ self.gguf_writer.add_file_type(self.ftype)
+ assert self.hparams_audio is not None
+
+ # voice-prompt encoder: mimi encoder + speaker_proj
+ self.gguf_writer.add_clip_has_audio_encoder(True)
+ # note: the 24kHz sample rate is hardcoded on the clip.cpp side, like the other audio models
+ self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.POCKETTTS_SPKENC)
+ self.gguf_writer.add_audio_projection_dim(self.n_embd_text)
+ self.gguf_writer.add_audio_block_count(self.hparams_audio["num_hidden_layers"])
+ self.gguf_writer.add_audio_embedding_length(self.hparams_audio["hidden_size"])
+ self.gguf_writer.add_audio_feed_forward_length(self.hparams_audio["intermediate_size"])
+ self.gguf_writer.add_audio_head_count(self.hparams_audio["num_attention_heads"])
+ self.gguf_writer.add_audio_attention_layernorm_eps(1e-5)
+ # mimi convolves the waveform directly, it is passed around as a 1-row "mel"
+ self.gguf_writer.add_audio_num_mel_bins(1)
+
+ # generation: flow-matching decoder + mimi decoder
+ # the SEANet and flow net hparams are constant across the family, clip.cpp holds them
+ self.gguf_writer.add_clip_has_gen_audio_encoder(True)
+ self.gguf_writer.add_clip_gen_audio_projector_type(gguf.VisionProjectorType.POCKETTTS_GEN)
+ self.gguf_writer.add_gen_audio_projection_dim(self.n_embd_text)
+ self.gguf_writer.add_gen_audio_embedding_length(self.hparams_audio["hidden_size"])
+ self.gguf_writer.add_gen_audio_feed_forward_length(self.hparams_audio["intermediate_size"])
+ self.gguf_writer.add_gen_audio_block_count(self.hparams_audio["num_hidden_layers"])
+ self.gguf_writer.add_gen_audio_head_count(self.hparams_audio["num_attention_heads"])
+ self.gguf_writer.add_gen_audio_attention_layernorm_eps(1e-5)
+
+ self.gguf_writer.add_gen_audio_model_variant(self.dir_model.name)
+
+ def tensor_force_quant(self, name, new_name, bid, n_dims):
+ del name, bid, n_dims
+ # conv1d/conv1d_dw kernels must be F16, ggml_conv_1d(_dw) has no BF16 path
+ if ".seanet." in new_name or new_name in ("a.downsample.conv.weight", "a.gen.wav.upsample.weight"):
+ return gguf.GGMLQuantizationType.F16
+ return False
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ del bid # the block index of the mimi transformers is parsed here, not by the base class
+ T = gguf.MODEL_TENSOR
+
+ if name in ("flow_lm.bos_emb", "flow_lm.bos_before_voice", "flow_lm.conditioner.embed.weight"):
+ return # folded into the backbone embedding table
+ if name.startswith("flow_lm.transformer.") or name.startswith("flow_lm.out_norm."):
+ return # backbone
+
+ if name == "flow_lm.speaker_proj_weight":
+ yield (self.format_tensor_name(T.A_ENC_SPEAKER_PROJ), data_torch)
+ return
+ if name == "flow_lm.input_linear.weight":
+ yield (self.format_tensor_name(T.A_GEN_INPUT_LINEAR), data_torch)
+ return
+ if name == "flow_lm.emb_mean":
+ yield (self.format_tensor_name(T.A_GEN_EMB_MEAN, suffix=""), data_torch)
+ return
+ if name == "flow_lm.emb_std":
+ yield (self.format_tensor_name(T.A_GEN_EMB_STD, suffix=""), data_torch)
+ return
+ if name.startswith("flow_lm.out_eos."):
+ suffix = "." + name.rsplit(".", 1)[1]
+ yield (self.format_tensor_name(T.A_GEN_OUT_EOS, suffix=suffix), data_torch)
+ return
+
+ if name.startswith("flow_lm.flow_net."):
+ yield from self._flow_net_tensor(name, data_torch)
+ return
+
+ if name == "mimi.downsample.conv.conv.weight":
+ yield (self.format_tensor_name(T.A_ENC_DOWNSAMPLE_CONV), data_torch)
+ return
+ if name == "mimi.upsample.convtr.convtr.weight":
+ yield (self.format_tensor_name(T.A_GEN_WAV_UPSAMPLE), data_torch)
+ return
+ if name == "mimi.quantizer.output_proj.weight":
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_OUT), data_torch.squeeze(-1))
+ return
+
+ if "_transformer.transformer.layers." in name:
+ yield from self._mimi_tfm_tensor(name, data_torch)
+ return
+
+ if name.startswith("mimi.encoder.model.") or name.startswith("mimi.decoder.model."):
+ yield from self._seanet_tensor(name, data_torch)
+ return
+
+ return
+
+ def _flow_net_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+ T = gguf.MODEL_TENSOR
+ key = name.split("flow_lm.flow_net.", 1)[1]
+ suffix = "." + key.rsplit(".", 1)[1]
+
+ simple = {
+ "input_proj": T.A_GEN_FLOW_INPUT_PROJ,
+ "cond_embed": T.A_GEN_FLOW_COND_EMBD,
+ "final_layer.linear": T.A_GEN_FLOW_FINAL_PROJ,
+ "final_layer.adaLN_modulation.1": T.A_GEN_FLOW_FINAL_ADA,
+ }
+ tensor = simple.get(key.rsplit(".", 1)[0])
+ if tensor is not None:
+ yield (self.format_tensor_name(tensor, suffix=suffix), data_torch)
+ return
+
+ if key.startswith("time_embed."):
+ bid = int(key.split(".")[1])
+ rest = key.split(f"time_embed.{bid}.", 1)[1]
+ time_map = {
+ "freqs": (T.A_GEN_FLOW_TIME_FREQS, ""),
+ "mlp.0": (T.A_GEN_FLOW_TIME_UP, suffix),
+ "mlp.2": (T.A_GEN_FLOW_TIME_DOWN, suffix),
+ "mlp.3.alpha": (T.A_GEN_FLOW_TIME_NORM, ""),
+ }
+ entry = time_map.get(rest) or time_map.get(rest.rsplit(".", 1)[0])
+ if entry is not None:
+ yield (self.format_tensor_name(entry[0], bid, suffix=entry[1]), data_torch)
+ return
+
+ if key.startswith("res_blocks."):
+ bid = int(key.split(".")[1])
+ rest = key.split(f"res_blocks.{bid}.", 1)[1].rsplit(".", 1)[0]
+ blk_map = {
+ "in_ln": T.A_GEN_FLOW_BLK_NORM,
+ "mlp.0": T.A_GEN_FLOW_BLK_UP,
+ "mlp.2": T.A_GEN_FLOW_BLK_DOWN,
+ "adaLN_modulation.1": T.A_GEN_FLOW_BLK_ADA,
+ }
+ tensor = blk_map.get(rest)
+ if tensor is not None:
+ yield (self.format_tensor_name(tensor, bid, suffix=suffix), data_torch)
+ return
+
+ def _mimi_tfm_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+ is_decoder = name.startswith("mimi.decoder_transformer.")
+ bid = int(name.split("_transformer.transformer.layers.", 1)[1].split(".")[0])
+ key_with_suffix = name.split(f".layers.{bid}.", 1)[1]
+
+ if key_with_suffix == "self_attn.in_proj.weight":
+ q, k, v = data_torch.chunk(3, dim=0)
+ names = self._MIMI_TFM_QKV[1 if is_decoder else 0]
+ for tensor, part in zip(names, (q, k, v)):
+ yield (self.format_tensor_name(tensor, bid), part)
+ return
+
+ key, suffix = key_with_suffix.rsplit(".", 1)
+ entry = self._MIMI_TFM_MAP.get(key) or self._MIMI_TFM_MAP.get(key_with_suffix)
+ if entry is None:
+ return
+ tensor = entry[1 if is_decoder else 0]
+ suffix = ".weight" if key_with_suffix.endswith(".scale") else "." + suffix
+ yield (self.format_tensor_name(tensor, bid, suffix=suffix), data_torch)
+
+ def _seanet_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+ T = gguf.MODEL_TENSOR
+ is_decoder = name.startswith("mimi.decoder.")
+ idx = int(name.split(".model.", 1)[1].split(".")[0])
+ suffix = "." + name.rsplit(".", 1)[1]
+
+ conv_in, conv_out, res1, res2, scale = (
+ (T.A_GEN_WAV_SEANET_CONV_IN, T.A_GEN_WAV_SEANET_CONV_OUT, T.A_GEN_WAV_SEANET_RES_CONV1,
+ T.A_GEN_WAV_SEANET_RES_CONV2, T.A_GEN_WAV_SEANET_SCALE_CONV)
+ if is_decoder else
+ (T.A_ENC_SEANET_CONV_IN, T.A_ENC_SEANET_CONV_OUT, T.A_ENC_SEANET_RES_CONV1,
+ T.A_ENC_SEANET_RES_CONV2, T.A_ENC_SEANET_SCALE_CONV)
+ )
+
+ if idx == 0:
+ yield (self.format_tensor_name(conv_in, suffix=suffix), data_torch)
+ return
+ if idx == 3 * _N_SEANET_STAGES + 2:
+ yield (self.format_tensor_name(conv_out, suffix=suffix), data_torch)
+ return
+
+ for stage in range(_N_SEANET_STAGES):
+ res_idx = _DEC_RES_IDX(stage) if is_decoder else _ENC_RES_IDX(stage)
+ scale_idx = _DEC_SCALE_IDX(stage) if is_decoder else _ENC_SCALE_IDX(stage)
+ if idx == scale_idx:
+ yield (self.format_tensor_name(scale, stage, suffix=suffix), data_torch)
+ return
+ if idx == res_idx:
+ # block.1 is the dilated conv, block.3 the pointwise one (0 and 2 are ELU)
+ inner = int(name.split(".block.", 1)[1].split(".")[0])
+ tensor = res1 if inner == 1 else res2
+ yield (self.format_tensor_name(tensor, stage, suffix=suffix), data_torch)
+ return
diff --git a/conversion/qwen.py b/conversion/qwen.py
index 7eb135c832..cdba8a63e9 100644
--- a/conversion/qwen.py
+++ b/conversion/qwen.py
@@ -1,22 +1,26 @@
from __future__ import annotations
+import json
+
from typing import Any, Callable, Iterable, TYPE_CHECKING
+import numpy as np
import torch
if TYPE_CHECKING:
from torch import Tensor
-from .base import ModelBase, TextModel, gguf, logger
+from .base import LazyTorchTensor, ModelBase, TextModel, gguf, logger
@ModelBase.register("QWenLMHeadModel")
+@ModelBase.example("Qwen/Qwen-7B")
class QwenModel(TextModel):
model_arch = gguf.MODEL_ARCH.QWEN
@staticmethod
def token_bytes_to_string(b):
- from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode # ty: ignore[unresolved-import]
+ from transformers.convert_slow_tokenizer import bytes_to_unicode
byte_encoder = bytes_to_unicode()
return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')])
@@ -49,6 +53,7 @@ class QwenModel(TextModel):
"AudioFlamingo3ForConditionalGeneration",
"DotsOCRForCausalLM",
)
+@ModelBase.example("Qwen/Qwen2.5-7B-Instruct")
class Qwen2Model(TextModel):
model_arch = gguf.MODEL_ARCH.QWEN2
@@ -69,6 +74,7 @@ class Qwen2Model(TextModel):
@ModelBase.register("Qwen2MoeForCausalLM")
+@ModelBase.example("Qwen/Qwen1.5-MoE-A2.7B")
class Qwen2MoeModel(TextModel):
model_arch = gguf.MODEL_ARCH.QWEN2MOE
@@ -151,6 +157,7 @@ class Qwen2MoeModel(TextModel):
@ModelBase.register("Qwen3ForCausalLM", "Qwen3Model")
+@ModelBase.example("Qwen/Qwen3-8B")
class Qwen3Model(Qwen2Model):
model_arch = gguf.MODEL_ARCH.QWEN3
@@ -249,6 +256,7 @@ class Qwen3Model(Qwen2Model):
@ModelBase.register("Qwen3MoeForCausalLM")
+@ModelBase.example("Qwen/Qwen3-30B-A3B")
class Qwen3MoeModel(Qwen2MoeModel):
model_arch = gguf.MODEL_ARCH.QWEN3MOE
@@ -266,8 +274,102 @@ class Qwen3MoeModel(Qwen2MoeModel):
super().set_vocab()
+class _QwenMtpMixin:
+ """Shared MTP wiring for Qwen3-Next and Qwen3.5/3.6 text variants. The HF
+ config carries the MTP block under `mtp_num_hidden_layers` (computed from
+ the checkpoint when absent, e.g. Qwen3-Next) and the tensors under
+ `mtp.*`; we extend block_count, emit the nextn metadata key, and remap
+ `mtp.*` to the standard layer-indexed nextn naming so the existing
+ tensor_map handles them."""
+
+ supports_mtp_export = True
+ hparams: dict[str, Any]
+ model_arch: gguf.MODEL_ARCH
+ gguf_writer: gguf.GGUFWriter
+ block_count: int
+ tensor_map: gguf.TensorNameMap
+ no_mtp: bool
+ mtp_only: bool
+ _original_block_count: int | None = None
+ opt_num_mtp_layers: int = 0
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.block_count = self.hparams["num_hidden_layers"]
+ if not self.no_mtp:
+ n_mtp = self.hparams.get("mtp_num_hidden_layers", 0)
+ # Qwen-3-Next doesn't include `mtp_num_hidden_layers` in config.
+ if n_mtp == 0:
+ assert self.opt_num_mtp_layers != 0
+ n_mtp = self.opt_num_mtp_layers
+ self.block_count += n_mtp
+ self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+ hparams = {**self.hparams, **self.hparams.get("text_config", {})}
+ key = next((k for k in ["n_layers", "num_hidden_layers", "n_layer", "num_layers"] if k in hparams), None)
+ type(self)._original_block_count = hparams.get(key)
+ type(self).opt_num_mtp_layers = 0
+ return super().index_tensors(remote_hf_model_id=remote_hf_model_id) # ty: ignore[unresolved-attribute]
+
+ @classmethod
+ def filter_tensors(cls, item):
+ assert cls._original_block_count is not None
+ # TODO: change TextModel to super()
+ if (titem := TextModel.filter_tensors(item)) is None:
+ return None
+ name, gen = titem
+ if name.startswith("model.mtp."):
+ name = name.replace("model.", "", 1)
+ if name.startswith("mtp."):
+ if cls.no_mtp:
+ return None
+ remapper = {
+ "fc": "eh_proj",
+ "pre_fc_norm_embedding": "enorm",
+ "pre_fc_norm_hidden": "hnorm",
+ "norm": "shared_head.norm",
+ }
+ parts = name.split(".", 3)
+ if len(parts) == 4 and parts[1] == "layers" and parts[2].isdecimal():
+ mtp_idx = int(parts[2])
+ name = f"model.layers.{cls._original_block_count + mtp_idx}.{parts[3]}"
+ cls.opt_num_mtp_layers = max(cls.opt_num_mtp_layers, mtp_idx + 1)
+ elif len(parts) == 3 and parts[1] in remapper:
+ name = f"model.layers.{cls._original_block_count}.{remapper[parts[1]]}.{parts[2]}"
+ elif cls.mtp_only:
+ keep = name in (
+ "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+ "embed_tokens.weight", "norm.weight",
+ )
+ if not keep:
+ return None
+ return name, gen
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters() # ty: ignore[unresolved-attribute]
+ if self.no_mtp:
+ return
+ if (n := self.block_count - self.hparams["num_hidden_layers"]) > 0:
+ self.gguf_writer.add_nextn_predict_layers(n)
+
+ def prepare_metadata(self, vocab_only: bool):
+ from_dir = self.fname_out.is_dir()
+ super().prepare_metadata(vocab_only=vocab_only) # ty: ignore[unresolved-attribute]
+
+ if not self.mtp_only or not from_dir:
+ return
+
+ output_type: str = self.ftype.name.partition("_")[2] # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+ fname_default: str = gguf.naming_convention(
+ self.metadata.name, self.metadata.basename, self.metadata.finetune, # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+ self.metadata.version, size_label=None, output_type=output_type, model_type=None) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+ self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
+
@ModelBase.register("Qwen3NextForCausalLM")
-class Qwen3NextModel(Qwen2MoeModel):
+@ModelBase.example("Qwen/Qwen3-Next-80B-A3B-Instruct")
+class Qwen3NextModel(_QwenMtpMixin, Qwen2MoeModel):
model_arch = gguf.MODEL_ARCH.QWEN3NEXT
def set_gguf_parameters(self):
@@ -280,17 +382,7 @@ class Qwen3NextModel(Qwen2MoeModel):
self.gguf_writer.add_full_attention_interval(self.hparams.get("full_attention_interval", 4))
if (rope_dim := self.hparams.get("head_dim")) is None:
rope_dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"]
- self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.hparams.get("partial_rotary_factor", 0.25)))
-
- @classmethod
- def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
- name, gen = item
-
- if name.startswith("mtp"):
- # ignore MTP layers for now
- return None
-
- return super().filter_tensors(item)
+ self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.rope_parameters.get("partial_rotary_factor", 0.25)))
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
if name.endswith(".A_log"):
@@ -336,6 +428,7 @@ class Qwen3NextModel(Qwen2MoeModel):
@ModelBase.register("RND1")
+@ModelBase.example("radicalnumerics/RND1-Base-0910")
class RND1Model(Qwen2MoeModel):
model_arch = gguf.MODEL_ARCH.RND1
@@ -534,94 +627,183 @@ class _Qwen35MRopeMixin:
self.gguf_writer.add_rope_dimension_sections(self._QWEN35_DEFAULT_MROPE_SECTION)
-class _Qwen35MtpMixin:
- """Shared MTP wiring for Qwen3.5/3.6 text variants. The HF config carries
- the MTP block under `mtp_num_hidden_layers` and the tensors under
- `mtp.*`; we extend block_count, emit the nextn metadata key, and remap
- `mtp.*` to the standard layer-indexed nextn naming so the existing
- tensor_map handles them."""
-
- hparams: dict[str, Any]
- model_arch: gguf.MODEL_ARCH
- gguf_writer: gguf.GGUFWriter
- block_count: int
- tensor_map: gguf.TensorNameMap
- no_mtp: bool
- mtp_only: bool
- _original_block_count: int | None = None
-
- def __init__(self, *args, **kwargs):
- super().__init__(*args, **kwargs)
- self.block_count = self.hparams["num_hidden_layers"]
- if not self.no_mtp:
- self.block_count += self.hparams.get("mtp_num_hidden_layers", 0)
- self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
-
- def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
- hparams = {**self.hparams, **self.hparams.get("text_config", {})}
- key = next((k for k in ["n_layers", "num_hidden_layers", "n_layer", "num_layers"] if k in hparams), None)
- type(self)._original_block_count = hparams.get(key)
- return super().index_tensors(remote_hf_model_id=remote_hf_model_id) # ty: ignore[unresolved-attribute]
-
- @classmethod
- def filter_tensors(cls, item):
- assert cls._original_block_count is not None
- # TODO: change TextModel to super()
- if (titem := TextModel.filter_tensors(item)) is None:
- return None
- name, gen = titem
- if name.startswith("model.mtp."):
- name = name.replace("model.", "", 1)
- if name.startswith("mtp."):
- if cls.no_mtp:
- return None
- remapper = {
- "fc": "eh_proj",
- "pre_fc_norm_embedding": "enorm",
- "pre_fc_norm_hidden": "hnorm",
- "norm": "shared_head.norm",
- }
- parts = name.split(".", 3)
- if len(parts) == 4 and parts[1] == "layers" and parts[2].isdecimal():
- mtp_idx = int(parts[2])
- name = f"model.layers.{cls._original_block_count + mtp_idx}.{parts[3]}"
- elif len(parts) == 3 and parts[1] in remapper:
- name = f"model.layers.{cls._original_block_count}.{remapper[parts[1]]}.{parts[2]}"
- elif cls.mtp_only:
- keep = name in (
- "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
- "embed_tokens.weight", "norm.weight",
- )
- if not keep:
- return None
- return name, gen
-
- def set_gguf_parameters(self):
- super().set_gguf_parameters() # ty: ignore[unresolved-attribute]
- if self.no_mtp:
- return
- if (n := self.hparams.get("mtp_num_hidden_layers", 0)) > 0:
- self.gguf_writer.add_nextn_predict_layers(n)
-
- def prepare_metadata(self, vocab_only: bool):
- from_dir = self.fname_out.is_dir()
- super().prepare_metadata(vocab_only=vocab_only) # ty: ignore[unresolved-attribute]
-
- if not self.mtp_only or not from_dir:
- return
-
- output_type: str = self.ftype.name.partition("_")[2] # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
- fname_default: str = gguf.naming_convention(
- self.metadata.name, self.metadata.basename, self.metadata.finetune, # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
- self.metadata.version, size_label=None, output_type=output_type, model_type=None) # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
- self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
-
-
@ModelBase.register("Qwen3_5ForConditionalGeneration", "Qwen3_5ForCausalLM")
-class Qwen3_5TextModel(_Qwen35MtpMixin, _Qwen35MRopeMixin, _LinearAttentionVReorderBase):
+@ModelBase.example("Qwen/Qwen3.5-9B")
+class Qwen3_5TextModel(_Qwen35MRopeMixin, _LinearAttentionVReorderBase):
model_arch = gguf.MODEL_ARCH.QWEN35
@ModelBase.register("Qwen3_5MoeForConditionalGeneration", "Qwen3_5MoeForCausalLM")
-class Qwen3_5MoeTextModel(_Qwen35MtpMixin, _Qwen35MRopeMixin, _LinearAttentionVReorderBase):
+@ModelBase.example("Qwen/Qwen3.5-35B-A3B")
+class Qwen3_5MoeTextModel(_Qwen35MRopeMixin, _LinearAttentionVReorderBase):
model_arch = gguf.MODEL_ARCH.QWEN35MOE
+
+
+@ModelBase.register("DFlashDraftModel")
+@ModelBase.example("z-lab/Qwen3.5-9B-DFlash")
+class DFlashModel(Qwen3Model):
+ model_arch = gguf.MODEL_ARCH.DFLASH
+
+ def set_vocab(self):
+ if self.target_model_dir is None:
+ raise ValueError(
+ "DFlash draft model requires --target-model-dir to be specified. "
+ "Please provide the path to the target model directory containing the tokenizer."
+ )
+ logger.info(f"DFlash: Using tokenizer from target model: {self.target_model_dir}")
+ original_dir = self.dir_model
+ self.dir_model = self.target_model_dir
+
+ # Reuse the target model's own vocab handler (e.g. Gemma-4 needs its
+ # own tokenizer logic, not the Qwen default).
+ from . import get_model_class
+ with open(self.target_model_dir / "config.json", "r", encoding="utf-8") as f:
+ target_hparams = json.load(f)
+ target_arch = target_hparams["architectures"][0]
+ target_cls = get_model_class(target_arch)
+
+ if target_cls is not type(self):
+ if target_arch == "NemotronHForCausalLM":
+ setattr(self, "is_moe", "num_experts_per_tok" in target_hparams)
+ target_cls.set_vocab(self) # ty: ignore[unresolved-attribute]
+ else:
+ super().set_vocab()
+
+ self.dir_model = original_dir
+
+ mask_token_id = self.hparams.get("dflash_config", {}).get("mask_token_id")
+ if mask_token_id is not None:
+ self.gguf_writer.add_mask_token_id(mask_token_id)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ block_size = self.hparams.get("block_size", 16)
+ self.gguf_writer.add_block_size(block_size)
+ dflash_config = self.hparams.get("dflash_config", {})
+
+ target_layer_ids = dflash_config.get("target_layer_ids", [])
+ if target_layer_ids:
+ extract_layer_ids = [i + 1 for i in target_layer_ids]
+ self.gguf_writer.add_target_layers(extract_layer_ids)
+
+ use_sliding_window = self.hparams.get("use_sliding_window", False)
+ sliding_window = self.hparams.get("sliding_window")
+ layer_types = self.hparams.get("layer_types")
+ if use_sliding_window and sliding_window and layer_types:
+ is_swa = [lt == "sliding_attention" for lt in layer_types]
+ self.gguf_writer.add_sliding_window(sliding_window)
+ self.gguf_writer.add_sliding_window_pattern(is_swa)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+ if not name.startswith("model."):
+ name = "model." + name
+ return super().filter_tensors((name, gen))
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if name == "model.embed_tokens.weight" and not self.hparams.get("has_embed_tokens", True):
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register(
+ "Qwen3DSparkModel",
+ "DSparkDraftModel",
+ "DSparkSpeculator",
+ "Lfm2DSparkDraftModel",
+ "LingDSparkModel",
+)
+@ModelBase.example("satgeze/Qwen3.6-27B-DSpark")
+class DSparkModel(DFlashModel):
+ # DSpark = DFlash + a semi-autoregressive Markov head.
+ model_arch = gguf.MODEL_ARCH.DFLASH
+
+ def __init__(self, dir_model, *args, **kwargs):
+ hparams = kwargs.pop("hparams", None)
+ if hparams is None:
+ hparams = ModelBase.load_hparams(dir_model, False)
+
+ # EAGLE3-style exports use the 1+N bonus-anchor block, DFlash-lineage exports sample from the anchor
+ self._sample_from_anchor = hparams.get(
+ "sample_from_anchor",
+ "transformer_layer_config" not in hparams and "aux_hidden_state_layer_ids" not in hparams)
+ if "transformer_layer_config" in hparams:
+ hparams = {**hparams, **hparams["transformer_layer_config"]}
+
+ super().__init__(dir_model, *args, hparams=hparams, **kwargs)
+
+ # normalize both schemas to DFlash's nested dflash_config
+ if "aux_hidden_state_layer_ids" in self.hparams:
+ self.hparams.setdefault("dflash_config", {
+ "mask_token_id": self.hparams.get("mask_token_id"),
+ "target_layer_ids": [i - 1 for i in self.hparams["aux_hidden_state_layer_ids"]],
+ })
+ else:
+ self.hparams.setdefault("dflash_config", {
+ k: self.hparams[k] for k in ("target_layer_ids", "mask_token_id") if k in self.hparams
+ })
+
+ if (markov_head_type := self.hparams.get("markov_head_type", "vanilla")) != "vanilla":
+ raise ValueError(f"unsupported markov_head_type {markov_head_type!r} (only 'vanilla' is supported)")
+
+ n_vocab = self.hparams["vocab_size"]
+ self._n_vocab_draft = self.hparams.get("draft_vocab_size") or n_vocab
+ if self._n_vocab_draft > n_vocab:
+ raise ValueError(f"draft_vocab_size {self._n_vocab_draft} exceeds vocab_size {n_vocab}")
+ self._d2t: Tensor | None = None
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+ self.gguf_writer.add_sample_from_anchor(self._sample_from_anchor)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ if item[0] == "t2d": # not used at runtime
+ return None
+ return super().filter_tensors(item)
+
+ _ROPE_PERMUTE_SUFFIXES = (
+ "self_attn.q_proj.weight",
+ "self_attn.k_proj.weight",
+ "self_attn.q_norm.weight",
+ "self_attn.k_norm.weight",
+ )
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ if name == "model.d2t":
+ self._d2t = data_torch
+ return
+
+ if self._n_vocab_draft == self.hparams["vocab_size"] and name.endswith(("embed_tokens.weight", "lm_head.weight")):
+ return
+
+ # interleaved-rope checkpoints (rope_is_neox_style = false) -> NeoX layout: per head, even dims first then odd
+ if not self.hparams.get("rope_is_neox_style", True) and name.endswith(self._ROPE_PERMUTE_SUFFIXES):
+ head_dim = self.hparams["head_dim"]
+ shape = data_torch.shape
+ data_torch = data_torch.reshape(-1, head_dim // 2, 2, *shape[1:]).transpose(1, 2).reshape(shape)
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def prepare_tensors(self):
+ super().prepare_tensors()
+
+ n_vocab = self.hparams["vocab_size"]
+ if self._n_vocab_draft < n_vocab and self._d2t is None:
+ raise ValueError(f"draft_vocab_size {self._n_vocab_draft} < vocab_size {n_vocab} but no d2t table found")
+
+ # write d2t as absolute target token ids
+ if self._d2t is not None:
+ data = LazyTorchTensor.to_eager(self._d2t).to(torch.int64).cpu().numpy().reshape(-1)
+ if data.size != self._n_vocab_draft:
+ raise ValueError(f"d2t size {data.size} does not match draft_vocab_size {self._n_vocab_draft}")
+ data = data + np.arange(data.size, dtype=np.int64)
+ if np.any((data < 0) | (data >= n_vocab)):
+ raise ValueError(f"d2t target ids out of range for target vocab size {n_vocab}")
+ if np.unique(data).size != data.size:
+ raise ValueError("d2t contains duplicate target ids")
+ logger.info(f"{'d2t,':<30} --> I64, shape = {{{data.size}}}")
+ self.gguf_writer.add_tensor("d2t", data, raw_dtype=gguf.GGMLQuantizationType.I64)
diff --git a/conversion/qwen3tts.py b/conversion/qwen3tts.py
new file mode 100644
index 0000000000..1f6b9a1b0e
--- /dev/null
+++ b/conversion/qwen3tts.py
@@ -0,0 +1,473 @@
+from __future__ import annotations
+
+import json
+from pathlib import Path
+from typing import Any, Callable, Iterable, TYPE_CHECKING
+
+import torch
+import torch.nn.functional as F
+
+if TYPE_CHECKING:
+ from torch import Tensor
+
+from .base import ModelBase, MmprojModel, TextModel, gguf
+
+# Tricks being used to support this model via existing llama.cpp code paths:
+# - Text projection MLP is folded into the embedding table
+# - codec_embedding is concat to the text embedding table, vocab is extended
+# example: codec_bos_id(2149) --> "<|codec_bos|>"
+# codec_eos_token_id(2150) --> "<|codec_eos_token|>"
+# codec_language_id.chinese(2055) --> "<|codec_language_chinese|>"
+# other rows --> "<|codec_0|>", "<|codec_1|>", ..., "<|codec_1023|>"
+# - output tensor codec_head is smaller than vocab, so logits will be padded at inference time
+# - suppress_tokens is used to limit the backbone to only sample either semantic or EOS (stop) token
+
+# pipeline stage mapping:
+# speaker reference encoder --> mapped to normal mtmd audio encoder
+# backbone --> mapped to normal libllama text model (autoregressive)
+# code_predictor --> MTMD_GEN_PROCESS_TYPE_GEN_CODE
+# code2wav --> MTMD_GEN_PROCESS_TYPE_GEN_WAV
+
+# torch activation functions used by Qwen3TTSTalkerResizeMLP (config's hidden_act)
+_ACT2FN = {
+ "silu": F.silu,
+ "gelu": F.gelu,
+ "relu": F.relu,
+}
+
+
+@ModelBase.register("Qwen3TTSForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-TTS-12Hz-1.7B-Base")
+class Qwen3TTSTalkerModel(TextModel):
+ model_arch = gguf.MODEL_ARCH.QWEN3TTS
+
+ _TEXT_PROJ_KEYS = (
+ "model.text_embedding.weight",
+ "text_projection.linear_fc1.weight",
+ "text_projection.linear_fc1.bias",
+ "text_projection.linear_fc2.weight",
+ "text_projection.linear_fc2.bias",
+ )
+
+ _text_proj_buffer: dict[str, Tensor]
+ _folded_text_embed: Tensor | None
+ _codec_embed: Tensor | None
+
+ def __init__(self, dir_model: Path, *args, **kwargs):
+ hparams = kwargs.pop("hparams", None)
+ if hparams is None:
+ hparams = ModelBase.load_hparams(dir_model, is_mistral_format=False)
+ raw_talker_config = dict(hparams["talker_config"])
+ self._talker_config = raw_talker_config
+ self.n_codec_vocab = raw_talker_config["vocab_size"]
+ talker_config = dict(raw_talker_config)
+ talker_config["vocab_size"] = talker_config["text_vocab_size"]
+ hparams["text_config"] = talker_config
+ super().__init__(dir_model, *args, hparams=hparams, **kwargs)
+ self._text_proj_buffer = {}
+ self._folded_text_embed = None
+ self._codec_embed = None
+
+ def _codec_token_names(self) -> list[str]:
+ # start every row with a generic name, then override the ones with a
+ # known meaning (bos/eos/language/etc, derived from the *_id fields
+ # of talker_config) with a more descriptive one
+ names = [f"<|codec_{i}|>" for i in range(self.n_codec_vocab)]
+ for key, val in self._talker_config.items():
+ if not key.endswith("_id"):
+ continue
+ prefix = key[:-len("_id")]
+ if isinstance(val, int):
+ names[val] = f"<|{prefix}|>"
+ elif isinstance(val, dict):
+ for subkey, subval in val.items():
+ names[subval] = f"<|{prefix}_{subkey}|>"
+ return names
+
+ def set_vocab(self):
+ codec_tokens = self._codec_token_names()
+ codec_toktypes = [gguf.TokenType.CONTROL] * len(codec_tokens)
+
+ try:
+ tokens, scores, toktypes = self._create_vocab_sentencepiece()
+ self.gguf_writer.add_tokenizer_model("llama")
+ self.gguf_writer.add_tokenizer_pre("default")
+ tokens += [t.encode("utf-8") for t in codec_tokens]
+ scores += [0.0] * len(codec_tokens)
+ toktypes += codec_toktypes
+ self.gguf_writer.add_token_list(tokens)
+ self.gguf_writer.add_token_scores(scores)
+ self.gguf_writer.add_token_types(toktypes)
+ special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens))
+ special_vocab.add_to_gguf(self.gguf_writer)
+ return
+ except FileNotFoundError:
+ pass
+
+ tokens, toktypes, tokpre = self.get_vocab_base()
+ tokens += codec_tokens
+ toktypes += codec_toktypes
+ self.gguf_writer.add_tokenizer_model("gpt2")
+ self.gguf_writer.add_tokenizer_pre(tokpre)
+ self.gguf_writer.add_token_list(tokens)
+ self.gguf_writer.add_token_types(toktypes)
+
+ special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True)
+ special_vocab.add_to_gguf(self.gguf_writer)
+
+ # make sure that the model has no chat template, so chat will be disabled
+ self.gguf_writer.add_chat_template(None)
+
+ def set_gguf_parameters(self):
+ super().set_gguf_parameters()
+
+ # note: final vocab layout is [text_vocab | codec_vocab], with text_vocab is actually padded with -inf in cgraph
+ # for codec_vocab, only first 2048 rows can be sampled for semantic code
+ # plus codec_eos_token_id that used for signaling end of generation
+ # ref: https://github.com/QwenLM/Qwen3-TTS/blob/022e286b98fbec7e1e916cb940cdf532cd9f488e/qwen_tts/core/models/modeling_qwen3_tts.py#L2059-L2063
+
+ vocab_size = self.hparams["vocab_size"] + self.n_codec_vocab
+ codec_eos_token_id = self.hparams["vocab_size"] + self._talker_config["codec_eos_token_id"]
+ self.gguf_writer.add_suppress_tokens([
+ i for i in range(vocab_size - 1024, vocab_size)
+ if i != codec_eos_token_id
+ ])
+ self.gguf_writer.add_eos_token_id(codec_eos_token_id)
+ self.gguf_writer.add_add_eos_token(False)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+
+ if not name.startswith("talker.") or name.startswith("talker.code_predictor."):
+ return None
+
+ name = name[len("talker."):]
+ return super().filter_tensors((name, gen))
+
+ def _maybe_emit_token_embd(self) -> Iterable[tuple[str, Tensor]]:
+ if self._folded_text_embed is None or self._codec_embed is None:
+ return
+ combined = torch.cat([self._folded_text_embed, self._codec_embed], dim=0)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD), combined)
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # codec_embedding rows are appended after the text vocab, extending the embedding table
+ if name == "model.codec_embedding.weight":
+ self._codec_embed = data_torch
+ yield from self._maybe_emit_token_embd()
+ return
+
+ # codec_head is the output head for the (smaller) codec vocab; logits get padded to
+ # the extended vocab size at inference time
+ if name == "codec_head.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT), data_torch)
+ return
+
+ if name in self._TEXT_PROJ_KEYS:
+ self._text_proj_buffer[name] = data_torch
+ if len(self._text_proj_buffer) < len(self._TEXT_PROJ_KEYS):
+ return
+
+ # fold MLP into the embedding table at conversion time, MLP won't be used at inference time anyway
+ act_fn = _ACT2FN[self.hparams["hidden_act"]]
+ embed = self._text_proj_buffer["model.text_embedding.weight"]
+ hidden = act_fn(F.linear(embed,
+ self._text_proj_buffer["text_projection.linear_fc1.weight"],
+ self._text_proj_buffer["text_projection.linear_fc1.bias"]))
+ folded = F.linear(hidden,
+ self._text_proj_buffer["text_projection.linear_fc2.weight"],
+ self._text_proj_buffer["text_projection.linear_fc2.bias"])
+ self._folded_text_embed = folded
+ yield from self._maybe_emit_token_embd()
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("Qwen3TTSForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-TTS-12Hz-1.7B-Base")
+class Qwen3TTSSpeakerEncoderModel(MmprojModel):
+ has_vision_encoder = False
+ has_audio_encoder = True
+
+ # talker.code_predictor.model.layers.{bid}.<key> -> A_GEN_CODE_*
+ # bypass tensor_mapping.py for now to make it simple
+ _CODE_LAYER_TENSOR_MAP = {
+ "input_layernorm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_NORM,
+ "self_attn.q_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_Q,
+ "self_attn.q_norm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_Q_NORM,
+ "self_attn.k_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_K,
+ "self_attn.k_norm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_K_NORM,
+ "self_attn.v_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_V,
+ "self_attn.o_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_OUT,
+ "post_attention_layernorm": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_NORM,
+ "mlp.gate_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_GATE,
+ "mlp.up_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_UP,
+ "mlp.down_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_DOWN,
+ }
+
+ # note: codebook pages will be stacked to 3D
+ _CODE_GEN_N_CODEBOOKS = 15
+ _code_embed_buffer: dict[int, Tensor] = {}
+ _code_head_buffer: dict[int, Tensor] = {}
+ _wav_config_cache: dict[str, Any] | None = None
+
+ def __init__(self, dir_model: Path, *args, **kwargs):
+ hparams = kwargs.pop("hparams", None)
+ if hparams is None:
+ hparams = ModelBase.load_hparams(dir_model, is_mistral_format=False)
+ hparams["text_config"] = {"hidden_size": hparams["talker_config"]["hidden_size"]}
+ # ECAPA-TDNN has a fixed 4-stage backbone, but MmprojModel.__init__ needs a n_block_keys
+ hparams["speaker_encoder_config"]["n_layers"] = 4
+ super().__init__(dir_model, *args, hparams=hparams, **kwargs)
+ self._wav_config_cache = None
+
+ def get_audio_config(self) -> dict[str, Any] | None:
+ return self.global_config.get("speaker_encoder_config")
+
+ def set_gguf_parameters(self):
+ self.gguf_writer.add_file_type(self.ftype)
+ self.gguf_writer.add_clip_has_audio_encoder(True)
+ self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.QWEN3TTS_SPKENC)
+
+ # handle speaker encoder config
+ self.gguf_writer.add_audio_projection_dim(self.n_embd_text)
+ # mel_spectrogram() front-end: sr=24000, n_fft=1024, hop=256, n_mels=128, fmin=0, fmax=12000 (=sr/2, the clip.cpp default)
+ self.gguf_writer.add_audio_num_mel_bins(128)
+ # 3 SE-Res2Net stages; the stem conv, mfa, asp and fc are not counted here
+ self.gguf_writer.add_audio_block_count(3)
+ # ECAPA-TDNN has no attention/FFN, these are dummy to allow clip.cpp to load it
+ self.gguf_writer.add_audio_embedding_length(1536)
+ self.gguf_writer.add_audio_head_count(1)
+ self.gguf_writer.add_audio_feed_forward_length(1536)
+ self.gguf_writer.add_audio_attention_layernorm_eps(1e-5)
+
+ # handle code predictor config
+ self.gguf_writer.add_clip_has_gen_audio_encoder(True)
+ self.gguf_writer.add_clip_gen_audio_projector_type(gguf.VisionProjectorType.QWEN3TTS_GEN)
+ code_predictor_config = self.global_config["talker_config"]["code_predictor_config"]
+ self.gguf_writer.add_gen_audio_projection_dim(self.n_embd_text)
+ self.gguf_writer.add_gen_audio_embedding_length(code_predictor_config["hidden_size"])
+ self.gguf_writer.add_gen_audio_feed_forward_length(code_predictor_config["intermediate_size"])
+ self.gguf_writer.add_gen_audio_block_count(code_predictor_config["num_hidden_layers"])
+ self.gguf_writer.add_gen_audio_head_count(code_predictor_config["num_attention_heads"])
+ self.gguf_writer.add_gen_audio_head_count_kv(code_predictor_config["num_key_value_heads"])
+ self.gguf_writer.add_gen_audio_attention_layernorm_eps(code_predictor_config["rms_norm_eps"])
+ # note: code2wav hparams are hardcoded on the mtmd/clip.cpp side for now, not written here
+
+ def _wav_decoder_config(self) -> dict[str, Any] | None:
+ # code2wav has its own config.json, inside the speech_tokenizer dir
+ if self._wav_config_cache is None:
+ path = self.dir_model / "speech_tokenizer" / "config.json"
+ with open(path, "r", encoding="utf-8") as f:
+ cfg = json.load(f)
+ self._wav_config_cache = cfg["decoder_config"]
+ return self._wav_config_cache
+
+ def tensor_force_quant(self, name, new_name, bid, n_dims):
+ # conv1d/conv1d_dw kernels must be F16, ggml_conv_1d(_dw) has no BF16 path
+ if new_name.endswith(".weight") and (
+ new_name in ("a.gen.wav.pre_conv.weight", "a.gen.wav.dac.entry.weight", "a.gen.wav.dac.post_conv.weight")
+ or (".up.blk." in new_name and new_name.endswith(".dwconv.weight"))
+ or (".dac.blk." in new_name and (new_name.endswith(".conv1.weight") or new_name.endswith(".conv2.weight")))
+ ):
+ return gguf.GGMLQuantizationType.F16
+ # ConvTranspose1d kernels: only F16/F32 are implemented, no BF16
+ if new_name.endswith(".conv.weight") and (".up.blk." in new_name or ".dac.blk." in new_name):
+ return gguf.GGMLQuantizationType.F32
+ return super().tensor_force_quant(name, new_name, bid, n_dims)
+
+ @classmethod
+ def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+ name, gen = item
+
+ if not (
+ name.startswith("speaker_encoder.")
+ or name.startswith("talker.code_predictor.")
+ or name == "talker.model.codec_embedding.weight"
+ ):
+ return None
+
+ return super().filter_tensors((name, gen))
+
+ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+ # code2wav tensors are already named by generate_extra_tensors(), pass them through
+ if name.startswith("a.gen.wav."):
+ yield (name, data_torch)
+ return
+
+ # codebook-0 embedding, fed back to the talker backbone (codebooks 1-15 live in code_predictor)
+ if name == "talker.model.codec_embedding.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_OUT_EMBD), data_torch)
+ return
+
+ if name == "talker.code_predictor.model.norm.weight":
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_OUTPUT_NORM), data_torch)
+ return
+
+ if name.startswith("talker.code_predictor.small_to_mtp_projection."):
+ suffix = "." + name.rsplit(".", 1)[1]
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_PROJ_IN, suffix=suffix), data_torch)
+ return
+
+ if name.startswith("talker.code_predictor.model.codec_embedding."):
+ idx = int(name.split("codec_embedding.")[1].split(".")[0])
+ self._code_embed_buffer[idx] = data_torch
+ if len(self._code_embed_buffer) < self._CODE_GEN_N_CODEBOOKS:
+ return
+ stacked = torch.stack([self._code_embed_buffer.pop(i) for i in range(self._CODE_GEN_N_CODEBOOKS)], dim=0)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_EMBD), stacked)
+ return
+
+ if name.startswith("talker.code_predictor.lm_head."):
+ idx = int(name.split("lm_head.")[1].split(".")[0])
+ self._code_head_buffer[idx] = data_torch
+ if len(self._code_head_buffer) < self._CODE_GEN_N_CODEBOOKS:
+ return
+ stacked = torch.stack([self._code_head_buffer.pop(i) for i in range(self._CODE_GEN_N_CODEBOOKS)], dim=0)
+ yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_HEAD), stacked)
+ return
+
+ if name.startswith("talker.code_predictor.model.layers."):
+ rest = name.split("model.layers.")[1] # "{bid}.<key>.weight"
+ _, key_with_suffix = rest.split(".", 1) # "<key>.weight"
+ key = key_with_suffix.rsplit(".", 1)[0] # "<key>"
+ tensor = self._CODE_LAYER_TENSOR_MAP.get(key)
+ if tensor is not None:
+ yield (self.format_tensor_name(tensor, bid), data_torch)
+ return
+
+ if "res2net_block.blocks." in name:
+ assert bid is not None # the outer stage index, picked up from the tensor name automatically
+ xid = int(name.split("res2net_block.blocks.")[1].split(".")[0])
+ suffix = "." + name.rsplit(".", 1)[1]
+ new_name = gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.A_ENC_CONV_RES2].format(bid=bid, xid=xid) + suffix
+ yield (new_name, data_torch)
+ return
+
+ yield from super().modify_tensors(data_torch, name, bid)
+
+ def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
+ yield from self._generate_code2wav_tensors()
+
+ def _generate_code2wav_tensors(self) -> Iterable[tuple[str, Tensor]]:
+ # code2wav weights live in speech_tokenizer/model.safetensors, not the main safetensors
+ from safetensors.torch import load_file
+
+ wav_config = self._wav_decoder_config()
+ state_dict = load_file(self.dir_model / "speech_tokenizer" / "model.safetensors")
+
+ def get(name: str) -> Tensor:
+ return state_dict[name]
+
+ def snake_fold(alpha: Tensor, beta: Tensor) -> tuple[Tensor, Tensor]:
+ # fold SnakeBeta's exp()/reciprocal here, so the graph is only mul/sin/sqr/mul/add
+ return torch.exp(alpha), 1.0 / (torch.exp(beta) + 1e-9)
+
+ def rvq_codebook(prefix: str, n_layers: int) -> Tensor:
+ # checkpoint has EMA accumulators, so codebook[i] = embedding_sum[i] / cluster_usage[i]
+ books = []
+ for i in range(n_layers):
+ embedding_sum = get(f"{prefix}.vq.layers.{i}._codebook.embedding_sum")
+ cluster_usage = get(f"{prefix}.vq.layers.{i}._codebook.cluster_usage")
+ books.append(embedding_sum / cluster_usage.clamp_min(1e-5).unsqueeze(-1))
+ return torch.stack(books, dim=0) if n_layers > 1 else books[0]
+
+ T = gguf.MODEL_TENSOR
+
+ # --- quantizer: RVQ codebook decode ---
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_IN), get("decoder.quantizer.rvq_first.input_proj.weight").squeeze(-1))
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_OUT), get("decoder.quantizer.rvq_first.output_proj.weight").squeeze(-1))
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_CB), rvq_codebook("decoder.quantizer.rvq_first", 1))
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_IN), get("decoder.quantizer.rvq_rest.input_proj.weight").squeeze(-1))
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_OUT), get("decoder.quantizer.rvq_rest.output_proj.weight").squeeze(-1))
+ yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_CB), rvq_codebook("decoder.quantizer.rvq_rest", self._CODE_GEN_N_CODEBOOKS))
+
+ # --- pre_conv ---
+ yield (self.format_tensor_name(T.A_GEN_WAV_PRE_CONV, suffix=".weight"), get("decoder.pre_conv.conv.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_PRE_CONV, suffix=".bias"), get("decoder.pre_conv.conv.bias"))
+
+ # --- pre_transformer ---
+ yield (self.format_tensor_name(T.A_GEN_WAV_TFM_IN_PROJ, suffix=".weight"), get("decoder.pre_transformer.input_proj.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_TFM_IN_PROJ, suffix=".bias"), get("decoder.pre_transformer.input_proj.bias"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUT_PROJ, suffix=".weight"), get("decoder.pre_transformer.output_proj.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUT_PROJ, suffix=".bias"), get("decoder.pre_transformer.output_proj.bias"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUTPUT_NORM), get("decoder.pre_transformer.norm.weight"))
+
+ tfm_layer_map = {
+ "input_layernorm.weight": T.A_GEN_WAV_TFM_ATTN_NORM,
+ "self_attn.q_proj.weight": T.A_GEN_WAV_TFM_ATTN_Q,
+ "self_attn.k_proj.weight": T.A_GEN_WAV_TFM_ATTN_K,
+ "self_attn.v_proj.weight": T.A_GEN_WAV_TFM_ATTN_V,
+ "self_attn.o_proj.weight": T.A_GEN_WAV_TFM_ATTN_OUT,
+ "self_attn_layer_scale.scale": T.A_GEN_WAV_TFM_ATTN_SCALE,
+ "post_attention_layernorm.weight": T.A_GEN_WAV_TFM_FFN_NORM,
+ "mlp.gate_proj.weight": T.A_GEN_WAV_TFM_FFN_GATE,
+ "mlp.up_proj.weight": T.A_GEN_WAV_TFM_FFN_UP,
+ "mlp.down_proj.weight": T.A_GEN_WAV_TFM_FFN_DOWN,
+ "mlp_layer_scale.scale": T.A_GEN_WAV_TFM_FFN_SCALE,
+ }
+ assert wav_config is not None
+ for bid in range(wav_config["num_hidden_layers"]):
+ for key, tensor_id in tfm_layer_map.items():
+ yield (self.format_tensor_name(tensor_id, bid), get(f"decoder.pre_transformer.layers.{bid}.{key}"))
+
+ # --- upsample: 2x (causal ConvTranspose1d + ConvNeXt block) ---
+ up_map = {
+ "0.conv.weight": (T.A_GEN_WAV_UP_CONV, ".weight"),
+ "0.conv.bias": (T.A_GEN_WAV_UP_CONV, ".bias"),
+ "1.dwconv.conv.weight": (T.A_GEN_WAV_UP_DWCONV, ".weight"),
+ "1.dwconv.conv.bias": (T.A_GEN_WAV_UP_DWCONV, ".bias"),
+ "1.norm.weight": (T.A_GEN_WAV_UP_NORM, ".weight"),
+ "1.norm.bias": (T.A_GEN_WAV_UP_NORM, ".bias"),
+ "1.pwconv1.weight": (T.A_GEN_WAV_UP_PW1, ".weight"),
+ "1.pwconv1.bias": (T.A_GEN_WAV_UP_PW1, ".bias"),
+ "1.pwconv2.weight": (T.A_GEN_WAV_UP_PW2, ".weight"),
+ "1.pwconv2.bias": (T.A_GEN_WAV_UP_PW2, ".bias"),
+ "1.gamma": (T.A_GEN_WAV_UP_GAMMA, ""),
+ }
+ for bid in range(len(wav_config["upsampling_ratios"])):
+ for key, (tensor_id, suffix) in up_map.items():
+ yield (self.format_tensor_name(tensor_id, bid, suffix=suffix), get(f"decoder.upsample.{bid}.{key}"))
+
+ # --- DAC decoder ---
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_ENTRY, suffix=".weight"), get("decoder.decoder.0.conv.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_ENTRY, suffix=".bias"), get("decoder.decoder.0.conv.bias"))
+
+ n_dac_blocks = len(wav_config["upsample_rates"])
+ for bid in range(n_dac_blocks):
+ py = bid + 1 # decoder.decoder.0 is the entry conv, blocks start at 1
+
+ a, b = snake_fold(get(f"decoder.decoder.{py}.block.0.alpha"), get(f"decoder.decoder.{py}.block.0.beta"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_SNAKE, bid, suffix=".alpha"), a)
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_SNAKE, bid, suffix=".beta"), b)
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_CONV, bid, suffix=".weight"), get(f"decoder.decoder.{py}.block.1.conv.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_CONV, bid, suffix=".bias"), get(f"decoder.decoder.{py}.block.1.conv.bias"))
+
+ for xid in range(3):
+ ridx = xid + 2 # block.2/3/4 are the 3 residual units
+
+ a1, b1 = snake_fold(get(f"decoder.decoder.{py}.block.{ridx}.act1.alpha"), get(f"decoder.decoder.{py}.block.{ridx}.act1.beta"))
+ name1 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_ACT1].format(bid=bid, xid=xid)
+ yield (name1 + ".alpha", a1)
+ yield (name1 + ".beta", b1)
+
+ name_conv1 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_CONV1].format(bid=bid, xid=xid)
+ yield (name_conv1 + ".weight", get(f"decoder.decoder.{py}.block.{ridx}.conv1.conv.weight"))
+ yield (name_conv1 + ".bias", get(f"decoder.decoder.{py}.block.{ridx}.conv1.conv.bias"))
+
+ a2, b2 = snake_fold(get(f"decoder.decoder.{py}.block.{ridx}.act2.alpha"), get(f"decoder.decoder.{py}.block.{ridx}.act2.beta"))
+ name2 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_ACT2].format(bid=bid, xid=xid)
+ yield (name2 + ".alpha", a2)
+ yield (name2 + ".beta", b2)
+
+ name_conv2 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_CONV2].format(bid=bid, xid=xid)
+ yield (name_conv2 + ".weight", get(f"decoder.decoder.{py}.block.{ridx}.conv2.conv.weight"))
+ yield (name_conv2 + ".bias", get(f"decoder.decoder.{py}.block.{ridx}.conv2.conv.bias"))
+
+ a5, b5 = snake_fold(get("decoder.decoder.5.alpha"), get("decoder.decoder.5.beta"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_SNAKE, suffix=".alpha"), a5)
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_SNAKE, suffix=".beta"), b5)
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_CONV, suffix=".weight"), get("decoder.decoder.6.conv.weight"))
+ yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_CONV, suffix=".bias"), get("decoder.decoder.6.conv.bias"))
diff --git a/conversion/qwen3vl.py b/conversion/qwen3vl.py
index 9f11757697..4fec708c9f 100644
--- a/conversion/qwen3vl.py
+++ b/conversion/qwen3vl.py
@@ -14,6 +14,7 @@ from .qwenvl import Qwen25AudioModel
@ModelBase.register("Qwen3VLForConditionalGeneration", "Qwen3VLMoeForConditionalGeneration", "Qwen3_5ForConditionalGeneration", "Qwen3_5MoeForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-VL-4B-Instruct", "Qwen/Qwen3-VL-30B-A3B-Instruct", "Qwen/Qwen3.5-9B", "Qwen/Qwen3.5-35B-A3B")
class Qwen3VLVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -144,6 +145,7 @@ class Qwen3VLVisionModel(MmprojModel):
@ModelBase.register("Qwen3OmniMoeForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-Omni-30B-A3B-Instruct")
class Qwen3OmniMmprojModel(Qwen3VLVisionModel, Qwen25AudioModel):
has_audio_encoder = True
has_vision_encoder = True
@@ -217,12 +219,14 @@ class Qwen3OmniMmprojModel(Qwen3VLVisionModel, Qwen25AudioModel):
@ModelBase.register("Qwen3ASRForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-ASR-0.6B-hf")
class Qwen3ASRMmprojModel(Qwen3OmniMmprojModel):
has_audio_encoder = True
has_vision_encoder = False
@ModelBase.register("Glm4vForConditionalGeneration", "Glm4vMoeForConditionalGeneration", "GlmOcrForConditionalGeneration")
+@ModelBase.example("zai-org/GLM-4.1V-9B-Thinking", "zai-org/GLM-4.5V")
class Glm4VVisionModel(Qwen3VLVisionModel):
def set_gguf_parameters(self):
MmprojModel.set_gguf_parameters(self) # skip Qwen3VLVisionModel parameters
@@ -246,6 +250,7 @@ class Glm4VVisionModel(Qwen3VLVisionModel):
@ModelBase.register("Qwen3VLForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-VL-4B-Instruct")
class Qwen3VLTextModel(Qwen3Model):
model_arch = gguf.MODEL_ARCH.QWEN3VL
@@ -268,6 +273,7 @@ class Qwen3VLTextModel(Qwen3Model):
@ModelBase.register("Qwen3VLMoeForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-VL-30B-A3B-Instruct")
class Qwen3VLMoeTextModel(Qwen3MoeModel):
model_arch = gguf.MODEL_ARCH.QWEN3VLMOE
@@ -317,6 +323,7 @@ class Qwen3VLMoeTextModel(Qwen3MoeModel):
@ModelBase.register("Qwen3OmniMoeForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-Omni-30B-A3B-Instruct")
class Qwen3OmniMoeTextModel(Qwen3VLMoeTextModel):
model_arch = gguf.MODEL_ARCH.QWEN3VLMOE
@@ -338,6 +345,7 @@ class Qwen3OmniMoeTextModel(Qwen3VLMoeTextModel):
@ModelBase.register("Qwen3ASRForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen3-ASR-0.6B-hf")
class Qwen3ASRTextModel(Qwen3VLTextModel):
model_arch = gguf.MODEL_ARCH.QWEN3VL
diff --git a/conversion/qwenvl.py b/conversion/qwenvl.py
index 7befd0c8d8..579a86a99f 100644
--- a/conversion/qwenvl.py
+++ b/conversion/qwenvl.py
@@ -17,6 +17,7 @@ from .base import MmprojModel, ModelBase, TextModel, gguf
"Qwen2_5_VLForConditionalGeneration",
"Qwen2_5OmniModel",
)
+@ModelBase.example("Qwen/Qwen2-VL-2B-Instruct", "Qwen/Qwen2.5-VL-3B-Instruct")
class Qwen2VLModel(TextModel):
model_arch = gguf.MODEL_ARCH.QWEN2VL
@@ -40,6 +41,7 @@ class Qwen2VLModel(TextModel):
@ModelBase.register("Qwen2VLModel", "Qwen2VLForConditionalGeneration", "Qwen2_5_VLForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen2-VL-2B-Instruct", "Qwen/Qwen2.5-VL-3B-Instruct")
class Qwen2VLVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -161,6 +163,7 @@ class Qwen25AudioModel(MmprojModel):
@ModelBase.register("Qwen2_5OmniModel")
+@ModelBase.example("Qwen/Qwen2.5-Omni-3B")
class Qwen25OmniModel(Qwen2VLVisionModel, Qwen25AudioModel):
has_audio_encoder = True
has_vision_encoder = True
@@ -179,12 +182,12 @@ class Qwen25OmniModel(Qwen2VLVisionModel, Qwen25AudioModel):
def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
name, gen = item
- if not name.startswith("visual.") and not name.startswith("audio_tower."):
- return None
-
if name.startswith("thinker."):
name = name.replace("thinker.", "")
+ if not name.startswith("visual.") and not name.startswith("audio_tower."):
+ return None
+
if "audio_bos_eos_token" in name:
# this tensor is left unused in transformers code
# https://github.com/huggingface/transformers/blob/6e3063422c4b1c014aa60c32b9254fd2902f0f28/src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py#L1809
diff --git a/conversion/refact.py b/conversion/refact.py
index 1170cddeb2..d6361512f7 100644
--- a/conversion/refact.py
+++ b/conversion/refact.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("GPTRefactForCausalLM")
+@ModelBase.example("smallcloudai/Refact-1_6-base")
class RefactModel(TextModel):
model_arch = gguf.MODEL_ARCH.REFACT
diff --git a/conversion/rwkv.py b/conversion/rwkv.py
index 2de0aa5346..e6fa84264e 100644
--- a/conversion/rwkv.py
+++ b/conversion/rwkv.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("Rwkv6ForCausalLM")
+@ModelBase.example("RWKV/v6-Finch-1B6-HF")
class Rwkv6Model(TextModel):
model_arch = gguf.MODEL_ARCH.RWKV6
@@ -83,6 +84,7 @@ class Rwkv6Model(TextModel):
@ModelBase.register("RWKV6Qwen2ForCausalLM")
+@ModelBase.example("recursal/QRWKV6-32B-Instruct-Preview-v0.1")
class RWKV6Qwen2Model(Rwkv6Model):
model_arch = gguf.MODEL_ARCH.RWKV6QWEN2
@@ -136,6 +138,7 @@ class RWKV6Qwen2Model(Rwkv6Model):
@ModelBase.register("Rwkv7ForCausalLM", "RWKV7ForCausalLM")
+@ModelBase.example("fla-hub/rwkv7-1.5B-world")
class Rwkv7Model(TextModel):
model_arch = gguf.MODEL_ARCH.RWKV7
@@ -261,6 +264,7 @@ class Rwkv7Model(TextModel):
@ModelBase.register("RwkvHybridForCausalLM")
+@ModelBase.example("RWKV-Red-Team/ARWKV-7B-Preview-0.1")
class ARwkv7Model(Rwkv7Model):
model_arch = gguf.MODEL_ARCH.ARWKV7
diff --git a/conversion/sarashina2.py b/conversion/sarashina2.py
index 05448db812..fdb3e78da6 100644
--- a/conversion/sarashina2.py
+++ b/conversion/sarashina2.py
@@ -12,6 +12,7 @@ from .qwenvl import Qwen2VLVisionModel
@ModelBase.register("Sarashina2VisionForCausalLM")
+@ModelBase.example("sbintuitions/sarashina2.2-vision-3b")
class Sarashina2VLTextModel(LlamaModel):
model_arch = gguf.MODEL_ARCH.LLAMA
@@ -26,6 +27,7 @@ class Sarashina2VLTextModel(LlamaModel):
@ModelBase.register("Sarashina2VisionForCausalLM")
+@ModelBase.example("sbintuitions/sarashina2.2-vision-3b")
class Sarashina2VLVisionModel(Qwen2VLVisionModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
diff --git a/conversion/smallthinker.py b/conversion/smallthinker.py
index 1b0f79aa3e..73d07b51a3 100644
--- a/conversion/smallthinker.py
+++ b/conversion/smallthinker.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("SmallThinkerForCausalLM")
+@ModelBase.example("PowerInfer/SmallThinker-4BA0.6B-Instruct")
class SmallThinkerModel(TextModel):
model_arch = gguf.MODEL_ARCH.SMALLTHINKER
diff --git a/conversion/smolvlm.py b/conversion/smolvlm.py
index 30e9dca329..0cccb8f6f9 100644
--- a/conversion/smolvlm.py
+++ b/conversion/smolvlm.py
@@ -9,6 +9,7 @@ from .base import MmprojModel, ModelBase, gguf
@ModelBase.register("Idefics3ForConditionalGeneration", "SmolVLMForConditionalGeneration")
+@ModelBase.example("HuggingFaceTB/SmolVLM-Instruct", "HuggingFaceM4/Idefics3-8B-Llama3")
class SmolVLMModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
diff --git a/conversion/stablelm.py b/conversion/stablelm.py
index ba5e9aa6ca..ac3a1ca9e1 100644
--- a/conversion/stablelm.py
+++ b/conversion/stablelm.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("StableLmForCausalLM", "StableLMEpochForCausalLM", "LlavaStableLMEpochForCausalLM")
+@ModelBase.example("stabilityai/stablelm-2-1_6b")
class StableLMModel(TextModel):
model_arch = gguf.MODEL_ARCH.STABLELM
@@ -28,7 +29,7 @@ class StableLMModel(TextModel):
self.gguf_writer.add_embedding_length(hparams["hidden_size"])
self.gguf_writer.add_block_count(self.block_count)
self.gguf_writer.add_feed_forward_length(hparams["intermediate_size"])
- rotary_factor = self.find_hparam(["partial_rotary_factor", "rope_pct"])
+ rotary_factor = self.rope_parameters["partial_rotary_factor"]
self.gguf_writer.add_rope_dimension_count(int(rotary_factor * (hparams["hidden_size"] // hparams["num_attention_heads"])))
self.gguf_writer.add_head_count(hparams["num_attention_heads"])
self.gguf_writer.add_head_count_kv(hparams["num_key_value_heads"])
diff --git a/conversion/starcoder.py b/conversion/starcoder.py
index 0b4ffd8470..4a726ac36a 100644
--- a/conversion/starcoder.py
+++ b/conversion/starcoder.py
@@ -4,6 +4,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("GPTBigCodeForCausalLM")
+@ModelBase.example("bigcode/gpt_bigcode-santacoder")
class StarCoderModel(TextModel):
model_arch = gguf.MODEL_ARCH.STARCODER
@@ -19,5 +20,6 @@ class StarCoderModel(TextModel):
@ModelBase.register("Starcoder2ForCausalLM")
+@ModelBase.example("bigcode/starcoder2-3b")
class StarCoder2Model(TextModel):
model_arch = gguf.MODEL_ARCH.STARCODER2
diff --git a/conversion/step3.py b/conversion/step3.py
index 8c45b61c95..93eb3134e0 100644
--- a/conversion/step3.py
+++ b/conversion/step3.py
@@ -16,6 +16,7 @@ from .qwen import Qwen3Model
@ModelBase.register("StepVLForConditionalGeneration", "Step3p7ForConditionalGeneration")
+@ModelBase.example("stepfun-ai/Step3-VL-10B", "stepfun-ai/Step-3.7-Flash")
class Step3VLVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
@@ -91,13 +92,16 @@ class Step3VLVisionModel(MmprojModel):
@ModelBase.register("StepVLForConditionalGeneration")
+@ModelBase.example("stepfun-ai/Step3-VL-10B")
class Step3VLTextModel(Qwen3Model):
model_arch = gguf.MODEL_ARCH.QWEN3
@ModelBase.register("Step3p5ForCausalLM", "Step3p7ForConditionalGeneration")
+@ModelBase.example("stepfun-ai/Step-3.7-Flash")
class Step35Model(TextModel):
model_arch = gguf.MODEL_ARCH.STEP35
+ supports_mtp_export = True
# The --mtp / --no-mtp toggles are ModelBase.mtp_only / no_mtp (set in
# convert_hf_to_gguf.py main()). Unlike Qwen3.5, which stores MTP under a
@@ -314,7 +318,7 @@ class Step35Model(TextModel):
factor = float(rope_params.get("factor", 8.0))
low_freq_factor = float(rope_params.get("low_freq_factor", 1.0))
high_freq_factor = float(rope_params.get("high_freq_factor", 4.0))
- old_context_len = int(rope_params.get("original_max_position_embeddings", self.hparams.get("original_max_position_embeddings", 8192)))
+ old_context_len = int(rope_params.get("original_max_position_embeddings", 8192))
low_freq_wavelen = old_context_len / low_freq_factor
high_freq_wavelen = old_context_len / high_freq_factor
diff --git a/conversion/t5.py b/conversion/t5.py
index 73dcfd1a2c..3466ce49da 100644
--- a/conversion/t5.py
+++ b/conversion/t5.py
@@ -16,6 +16,7 @@ from .base import ModelBase, SentencePieceTokenTypes, TextModel, gguf, logger
@ModelBase.register("MT5ForConditionalGeneration")
@ModelBase.register("UMT5ForConditionalGeneration")
@ModelBase.register("UMT5Model")
+@ModelBase.example("google-t5/t5-small", "google/flan-t5-small", "google/umt5-small")
class T5Model(TextModel):
model_arch = gguf.MODEL_ARCH.T5
@@ -153,6 +154,7 @@ class T5Model(TextModel):
@ModelBase.register("T5EncoderModel")
+@ModelBase.example("sentence-transformers/sentence-t5-base")
class T5EncoderModel(TextModel):
model_arch = gguf.MODEL_ARCH.T5ENCODER
diff --git a/conversion/talkie.py b/conversion/talkie.py
index a970b32d3b..31445243de 100644
--- a/conversion/talkie.py
+++ b/conversion/talkie.py
@@ -11,6 +11,7 @@ from .base import LazyTorchTensor, ModelBase, TextModel, gguf
@ModelBase.register("TalkieForCausalLM")
+@ModelBase.example("lewtun/talkie-1930-13b-it-hf")
class TalkieModel(TextModel):
model_arch = gguf.MODEL_ARCH.TALKIE
diff --git a/conversion/ultravox.py b/conversion/ultravox.py
index 347188733a..62819e574d 100644
--- a/conversion/ultravox.py
+++ b/conversion/ultravox.py
@@ -9,6 +9,7 @@ from .base import MmprojModel, ModelBase, TextModel, gguf
@ModelBase.register("UltravoxModel")
+@ModelBase.example("fixie-ai/ultravox-v0_5-llama-3_2-1b")
class UltravoxModel(TextModel):
model_arch = gguf.MODEL_ARCH.LLAMA # dummy
@@ -18,6 +19,7 @@ class UltravoxModel(TextModel):
@ModelBase.register("GlmasrModel")
+@ModelBase.example("zai-org/GLM-ASR-Nano-2512")
class GlmASRWhisperEncoderModel(MmprojModel):
has_vision_encoder = False
has_audio_encoder = True
@@ -82,6 +84,7 @@ class GlmASRWhisperEncoderModel(MmprojModel):
@ModelBase.register("Qwen2AudioForConditionalGeneration")
+@ModelBase.example("Qwen/Qwen2-Audio-7B-Instruct")
class WhisperEncoderModel(MmprojModel):
has_vision_encoder = False # no vision encoder
has_audio_encoder = True
@@ -123,6 +126,7 @@ class WhisperEncoderModel(MmprojModel):
@ModelBase.register("UltravoxModel")
+@ModelBase.example("fixie-ai/ultravox-v0_5-llama-3_2-1b")
class UltravoxWhisperEncoderModel(WhisperEncoderModel):
has_vision_encoder = False # no vision encoder
has_audio_encoder = True
@@ -134,6 +138,7 @@ class UltravoxWhisperEncoderModel(WhisperEncoderModel):
@ModelBase.register("MERaLiON2ForConditionalGeneration")
+@ModelBase.example("MERaLiON/MERaLiON-2-3B")
class MERaLiONWhisperEncoderModel(WhisperEncoderModel):
has_vision_encoder = False
has_audio_encoder = True
@@ -180,6 +185,7 @@ class MERaLiONWhisperEncoderModel(WhisperEncoderModel):
@ModelBase.register("VoxtralForConditionalGeneration")
+@ModelBase.example("mistralai/Voxtral-Mini-3B-2507")
class VoxtralWhisperEncoderModel(WhisperEncoderModel):
has_vision_encoder = False # no vision encoder
has_audio_encoder = True
@@ -191,6 +197,7 @@ class VoxtralWhisperEncoderModel(WhisperEncoderModel):
@ModelBase.register("AudioFlamingo3ForConditionalGeneration")
+@ModelBase.example("nvidia/audio-flamingo-3-hf")
class AudioFlamingo3WhisperEncoderModel(WhisperEncoderModel):
def set_gguf_parameters(self):
super().set_gguf_parameters()
diff --git a/conversion/wavtokenizer.py b/conversion/wavtokenizer.py
index 7d25447be8..c9a4b505da 100644
--- a/conversion/wavtokenizer.py
+++ b/conversion/wavtokenizer.py
@@ -9,6 +9,7 @@ from .base import ModelBase, TextModel, gguf, logger
@ModelBase.register("WavTokenizerDec")
+@ModelBase.example("novateur/WavTokenizer-large-speech-75token")
class WavTokenizerDecModel(TextModel):
model_arch = gguf.MODEL_ARCH.WAVTOKENIZER_DEC
diff --git a/conversion/xverse.py b/conversion/xverse.py
index fa8a31a133..aa3b338802 100644
--- a/conversion/xverse.py
+++ b/conversion/xverse.py
@@ -11,6 +11,7 @@ from .base import ModelBase, TextModel, gguf
@ModelBase.register("XverseForCausalLM")
+@ModelBase.example("xverse/XVERSE-7B")
class XverseModel(TextModel):
model_arch = gguf.MODEL_ARCH.XVERSE
diff --git a/conversion/youtuvl.py b/conversion/youtuvl.py
index cabc44445f..e972610772 100644
--- a/conversion/youtuvl.py
+++ b/conversion/youtuvl.py
@@ -9,6 +9,7 @@ from .base import MmprojModel, ModelBase, gguf, logger
@ModelBase.register("YoutuVLForConditionalGeneration")
+@ModelBase.example("tencent/Youtu-VL-4B-Instruct")
class YoutuVLVisionModel(MmprojModel):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py
index a6192c039a..78ad26c656 100755
--- a/convert_hf_to_gguf.py
+++ b/convert_hf_to_gguf.py
@@ -122,8 +122,12 @@ def parse_args() -> argparse.Namespace:
help="Export only the multi-token prediction (MTP) head as a separate GGUF, suitable for use as a speculative draft. An 'mtp-' prefix will be added to the output file name.",
)
parser.add_argument(
- "--no-mtp", action="store_true",
- help="Exclude the multi-token prediction (MTP) head from the converted GGUF. Pair with --mtp on a second run to publish trunk and MTP as two files. Note: the split form duplicates embeddings, but even though the bundled default is more space-efficient overall, this allows differing quantization which may be more performant.",
+ "--no-nextn", "--no-mtp", dest="no_mtp", action="store_true",
+ help="Exclude NextN speculative draft tensors from the converted GGUF. Pair with --mtp or --dspark on a second run to publish target and draft as two files.",
+ )
+ parser.add_argument(
+ "--dspark", action="store_true",
+ help="Export only the DeepSeek-V4 DSpark draft tensors as a separate GGUF.",
)
parser.add_argument(
"--mistral-format", action="store_true",
@@ -153,6 +157,15 @@ def parse_args() -> argparse.Namespace:
help="Store tensors dequantized from FP8 as Q8_0 instead of BF16/F16.",
)
+ parser.add_argument(
+ "--target-model-dir", type=str, default=None,
+ help=(
+ "path to the target model directory; required when converting a standalone draft model "
+ "(e.g. EAGLE3 / DFlash) that needs target-model metadata such as tokenizer, hidden size, and "
+ "layer count to populate its GGUF."
+ ),
+ )
+
args = parser.parse_args()
if not args.print_supported_models and args.model is None:
parser.error("the following arguments are required: model")
@@ -245,15 +258,20 @@ def main() -> None:
from conversion.mistral import MistralModel
model_class = MistralModel
- if args.mtp and args.no_mtp:
- logger.error("--mtp and --no-mtp are mutually exclusive")
+ if sum((args.mtp, args.no_mtp, args.dspark)) > 1:
+ logger.error("--mtp, --no-nextn, and --dspark are mutually exclusive")
sys.exit(1)
+ if args.dspark:
+ if is_mistral_format or model_architecture != "DeepseekV4ForCausalLM":
+ logger.error("--dspark is only supported for DeepseekV4ForCausalLM")
+ sys.exit(1)
+ from conversion.deepseek import DeepseekV4DSparkModel
+ model_class = DeepseekV4DSparkModel
+
if args.mtp or args.no_mtp:
- from conversion.qwen import _Qwen35MtpMixin
- from conversion.step3 import Step35Model
- if not (issubclass(model_class, _Qwen35MtpMixin) or issubclass(model_class, Step35Model)):
- logger.error("--mtp / --no-mtp are only supported for Qwen3.5/3.6 and Step3.5 text variants today")
+ if not model_class.supports_mtp_export:
+ logger.error("--mtp / --no-nextn are not supported for %s", model_architecture)
sys.exit(1)
if args.no_mtp:
model_class.no_mtp = True
@@ -269,6 +287,7 @@ def main() -> None:
small_first_shard=args.no_tensor_first_split,
remote_hf_model_id=hf_repo_id, disable_mistral_community_chat_template=disable_mistral_community_chat_template,
sentence_transformers_dense_modules=args.sentence_transformers_dense_modules,
+ target_model_dir=Path(args.target_model_dir) if args.target_model_dir else None,
fuse_gate_up_exps=args.fuse_gate_up_exps,
fp8_as_q8=args.fp8_as_q8,
)
diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py
index b4c8a7cf00..e5d3196efe 100755
--- a/convert_hf_to_gguf_update.py
+++ b/convert_hf_to_gguf_update.py
@@ -100,6 +100,7 @@ models = [
{"name": "refact", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/smallcloudai/Refact-1_6-base", },
{"name": "command-r", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereForAI/c4ai-command-r-v01", },
{"name": "tiny_aya", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereLabs/tiny-aya-base", },
+ {"name": "cohere2moe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereLabs/North-Mini-Code-1.0", },
{"name": "qwen2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/Qwen/Qwen1.5-7B", },
{"name": "olmo", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/allenai/OLMo-1.7-7B-hf", },
{"name": "dbrx", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/databricks/dbrx-base", },
@@ -161,6 +162,7 @@ models = [
{"name": "granite-embed-multi-97m", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/ibm-granite/granite-embedding-97m-multilingual-r2", },
{"name": "granite-embed-multi-311m", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/ibm-granite/granite-embedding-311m-multilingual-r2", },
{"name": "mellum2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/JetBrains/Mellum2-12B-A2.5B-Base"},
+ {"name": "laguna", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/poolside/Laguna-XS.2", },
]
# some models are known to be broken upstream, so we will skip them as exceptions
diff --git a/convert_lora_to_gguf.py b/convert_lora_to_gguf.py
index 45202b3338..47c09af53f 100755
--- a/convert_lora_to_gguf.py
+++ b/convert_lora_to_gguf.py
@@ -25,7 +25,7 @@ import gguf
from gguf.constants import GGUFValueType
# reuse model definitions from the conversion/ package
-from conversion import LazyTorchTensor, ModelBase, get_model_class
+from conversion import LazyTorchTensor, ModelBase, get_model_class, ModelType, get_model_architecture
logger = logging.getLogger("lora-to-gguf")
@@ -396,12 +396,12 @@ if __name__ == '__main__':
hparams = ModelBase.load_hparams(dir_base_model, False)
with torch.inference_mode():
+ model_arch = get_model_architecture(hparams, ModelType.TEXT)
try:
- model_arch = hparams.get("text_config", {}).get("architectures", hparams["architectures"])[0]
- logger.info("Using model architecture: %s", model_arch)
model_class = get_model_class(model_arch)
+ logger.info("Using model architecture: %s", model_arch)
except NotImplementedError:
- logger.error(f"Model {hparams['architectures'][0]} is not supported")
+ logger.error(f"Model {model_arch} is not supported")
sys.exit(1)
class LoraModel(model_class): # ty: ignore[unsupported-base]
diff --git a/docs/android.md b/docs/android.md
index 964ce8a1f0..e8d580a9ed 100644
--- a/docs/android.md
+++ b/docs/android.md
@@ -29,7 +29,7 @@ With Termux, you can install and run `llama.cpp` as if the environment were Linu
```
$ apt update && apt upgrade -y
-$ apt install git cmake
+$ apt install git cmake libandroid-spawn
```
Then, follow the [build instructions](https://github.com/ggml-org/llama.cpp/blob/master/docs/build.md), specifically for CMake.
diff --git a/docs/autoparser.md b/docs/autoparser.md
index 33ede1a228..b5e32621df 100644
--- a/docs/autoparser.md
+++ b/docs/autoparser.md
@@ -443,21 +443,21 @@ Each returned parser is wrapped by `wrap_for_generation_prompt()`, which prepend
| | `wrap_for_generation_prompt()`, string helpers |
| `common/chat-peg-parser.h/cpp` | `common_chat_peg_builder`, `common_chat_peg_mapper`, and helpers |
| `common/chat.cpp` | Entry point: `common_chat_templates_apply_jinja()` |
-| `tools/parser/debug-template-parser.cpp` | Debug tool for template analysis |
-| `tools/parser/template-analysis.cpp` | Template analysis tool |
+| `tests/test-chat-auto-parser.cpp` | Auto-parser unit tests; also a debug tool when given a template path |
+| `tests/test-chat-analysis.cpp` | Template differential analysis debug tool |
## Testing & Debugging
### Debug Tools
-**Template Debugger**: `tools/parser/debug-template-parser.cpp`
+**Template Debugger**: `tests/test-chat-auto-parser.cpp`
-- Usage: `./bin/llama-debug-template-parser path/to/template.jinja`
+- Usage: `./bin/test-chat-auto-parser path/to/template.jinja` (without a path, it runs the automated tests)
- Shows detected format, markers, generated parser, and GBNF grammar
-**Template Analysis**: `tools/parser/template-analysis.cpp`
+**Template Analysis**: `tests/test-chat-analysis.cpp`
-- Usage: `./bin/llama-template-analysis path/to/template.jinja`
+- Usage: `./bin/test-chat-analysis --template-file path/to/template.jinja` (without arguments, it runs on all templates from the test suite)
**Debug Logging**: Enable with `LLAMA_ARG_LOG_VERBOSITY=2`
@@ -519,7 +519,7 @@ The following templates have active tests in `tests/test-chat.cpp`:
To support a new template format:
-1. **If it follows standard patterns** — The auto-parser should detect it automatically. Run `llama-debug-template-parser` to verify markers are correctly extracted.
+1. **If it follows standard patterns** — The auto-parser should detect it automatically. Run `test-chat-auto-parser <template_path>` to verify markers are correctly extracted.
2. **If differential analysis extracts incorrect markers** — Add a workaround lambda to the `workarounds` vector in `common/chat-diff-analyzer.cpp`. Inspect the template source for a unique identifying substring.
3. **If it needs fundamentally different handling** — Add a dedicated handler function in `chat.cpp` before the auto-parser block (as done for GPT-OSS, Functionary v3.2, and Ministral).
diff --git a/docs/backend/CUDA-FEDORA.md b/docs/backend/CUDA-FEDORA.md
index 1508faf776..f76a61dfce 100644
--- a/docs/backend/CUDA-FEDORA.md
+++ b/docs/backend/CUDA-FEDORA.md
@@ -270,7 +270,7 @@ You have successfully set up CUDA on Fedora within a toolbox environment using t
---
-**Disclaimer:** Manually installing and modifying system packages can lead to instability of the container. The above steps are provided as a guideline and may need adjustments based on your specific system configuration. Always back up important data before making significant system changes, especially as your home folder is writable and shared with he toolbox.
+**Disclaimer:** Manually installing and modifying system packages can lead to instability of the container. The above steps are provided as a guideline and may need adjustments based on your specific system configuration. Always back up important data before making significant system changes, especially as your home folder is writable and shared with the toolbox.
**Acknowledgments:** Special thanks to the Fedora community and NVIDIA documentation for providing resources that assisted in creating this guide.
diff --git a/docs/backend/ET.md b/docs/backend/ET.md
new file mode 100644
index 0000000000..8ebc15fb7d
--- /dev/null
+++ b/docs/backend/ET.md
@@ -0,0 +1,177 @@
+# llama.cpp for ET
+
+- [Background](#background)
+- [Limitations](#limitations)
+- [Build](#build)
+- [Develop](#develop)
+- [Roadmap](#roadmap)
+
+
+## Background
+
+**ET** is a llama.cpp backend targeting the fully open source manycore
+RISC-V accelerator platform [ET-SOC](https://github.com/aifoundry-org/et-man).
+
+
+## Limitations
+
+The ET backend runs several of the major OSS models with some limitations:
+
+- Only limited set of operations is supported (check [../ops.md](../ops.md)
+ and [../ops/ET.csv](../ops/ET.csv)).
+- Only `q8_0`, `q4_0` (and partially `fp16`, `q4_K`) quantization is supported.
+- Only one llama.cpp instance can use device at the same time (current firmware
+ limitation).
+- Limited (but working) MoE model support
+
+As a result of the above, only select models can run fully on ET-SOC
+(you can actually run any model llama.cpp supports, but some/most operations
+will likely fallback to CPU backend).
+
+Fully supported models:
+- Qwen3 models (without MoE), e.g.
+ [ggml-org/Qwen3-0.6B-GGUF:q8_0](https://huggingface.co/ggml-org/Qwen3-0.6B-GGUF/blob/main/Qwen3-0.6B-Q8_0.gguf) or
+ [ggml-org/Qwen3-14B-GGUF:q8_0](https://huggingface.co/ggml-org/Qwen3-14B-GGUF/blob/main/Qwen3-14B-Q8_0.gguf).
+- Llama3.2 (1B/3B), e.g.
+ [lmstudio-community/Llama-3.2-1B-Instruct-GGUF:q8_0](https://huggingface.co/lmstudio-community/Llama-3.2-1B-Instruct-GGUF/blob/main/Llama-3.2-1B-Instruct-Q8_0.gguf).
+- SmolLM2, e.g.
+ [unsloth/SmolLM2-135M-Instruct-GGUF:q8_0](https://huggingface.co/unsloth/SmolLM2-135M-Instruct-GGUF/blob/main/SmolLM2-135M-Instruct-Q8_0.gguf)
+- Llama 3.1 model family.
+- RWKV v7 model family.
+- TinyLLaMA
+
+
+## Build
+
+### I. Prerequisites
+
+1. **Install custom RISC-V toolchain** - Follow instructions at:
+ [https://github.com/aifoundry-org/riscv-gnu-toolchain/tree/et/aifoundry](https://github.com/aifoundry-org/riscv-gnu-toolchain/tree/et/aifoundry)
+
+2. **Install ET platform** - Follow instructions at:
+ [https://github.com/aifoundry-org/et-platform](https://github.com/aifoundry-org/et-platform)
+
+Both should be installed to `/opt/et` (or set `ET_TOOLCHAIN` and `ET_PLATFORM`
+environment variables accordingly).
+
+```sh
+# Set toolchain and ET platform path (/opt/et is default)
+export ET_TOOLCHAIN=/opt/et
+export ET_PLATFORM=/opt/et
+```
+
+### II. Build llama.cpp
+
+Check out llama.cpp with ET backend (this should checkout `et` branch):
+
+```sh
+git clone https://github.com/aifoundry-org/llama.cpp
+cd llama.cpp
+```
+
+Build:
+
+```sh
+cmake -B build -DGGML_ET=ON
+cmake --build build --config Release
+# Optionally:
+# cmake --install build
+```
+
+Build targeting sysemu backend instead of physical hardware:
+```sh
+cmake -B build -DGGML_ET=ON -DGGML_ET_SYSEMU=ON
+cmake --build build --config Release
+```
+
+### III. Run
+
+Run llama.cpp binaries as usual. (Of course, please make sure you have the
+ET-SOC device installed and kernel driver loaded).
+
+```sh
+llama-cli -m mymodel.gguf
+# or
+llama-server -hf ggml-org/Qwen3-8B-GGUF:q8_0
+```
+
+If you want to run llama.cpp binaries (e.g. `llama-cli`) inside docker
+container, you should let it access device files:
+
+```sh
+docker run \
+ --device=/dev/et0_mgmt:/dev/et0_mgmt \
+ --device=/dev/et0_ops:/dev/et0_ops \
+ ...
+```
+
+## Develop
+
+Compute kernels are developed within `ggml/src/ggml-et/et-kernels` folder.
+Build is performed using custom RISC-V GNU toolchain and is managed by cmake.
+At the moment kernels are build as baremetal elf files, without
+standard lib or any other dependencies. All the yummy parts are written
+in inline assembler.
+
+Most kernels are very naive with lots of low hanging fruits left:
+
+> [!IMPORTANT]
+> Several assembly instructions emitted by the compiler are not implemented
+> in hardware and software emulation in firmware is not ready yet.
+> Eventually firmware will transparently trap unimplemented instructions
+> and will emulate them inside exception handler. Until then, kernel
+> build process includes step that checks compiled kernels and fails if any unimplemented
+> instructions are found. Problematic ones follow:
+> `FDIV.PI`, `FDIVU.PI`, `FREMU.PI`, `FREM.PI`, `FDIV.S`, `FDIV.PS`, `FSQRT.S`, `FSQRT.PS`, `FRSQ.PS`, `FSIN.PS`
+> and (long cast) `FCVT.S.L`, `FCVT.S.LU`, `FCVT.L.S`, `FCVT.LU.S`
+> What this means, is that for now you should avoid doing any division involving floats,
+> any trigonometry or casting longs into floats.
+> Some workarounds are implemented in `math_fp.h` (`et_fdiv`, `et_powf` etc) and
+> long casting (presuming longs are small enough to fit into 32bits) can be
+> done via `int` like `a = (float)(int)(b)`.
+
+> [!TIP]
+> There are some slightly higher level helpers (abstracting more
+> complex instructions like tensor extension or synchronization primitives)
+> inside `et_platform`, directory `et-common-libs/include/etsoc/isa/`. It was
+> originally developed for firmware needs and is not included into compute
+> kernel build process. Feel free to take ideas/code from there or try linking
+> it in.
+
+Before committing any changes to operations and/or kernels, don't forget
+to update supported ops reports (instructions at `docs/ops.md`).
+
+When logging is enabled (e.g. by setting `--log-file` cli param),
+each compute kernel run outputs a line with
+pipe-delimited key-value pairs containing kernel level performance information.
+Line is prefixed with `ET_PERF`:
+
+```
+ET_PERF|op=MUL_MAT|kernel=mul_mat_f32_Q8_0xf32|duration_us=3112|tensor=Qcur-0|shape=[4096,2,1,1]|start_us=48437862009|end_us=48437865121|flops=67100672
+ET_PERF|op=ROPE|kernel=rope_f32|duration_us=9266|tensor=Qcur-0|shape=[128,32,2,1]|start_us=48437865128|end_us=48437874394|mode=0x0|n_dims=128|freq_base=500000.00|freq_scale=1.00
+```
+Keys depend on the operation, but some are always present.
+`flops` in this case counts effective floating point operations and not floating
+point operations per second.
+
+You can enable ET-SOC runtime level ET-SOC profiling by setting environment
+variable `GGML_ET_PROFILE` to a path. Profiling/tracing results will be written
+to `GGML_ET_PROFILE/et_runtime_trace.json` and `GGML_ET_PROFILE/kernel_map` on exit.
+
+### Uberkernel
+
+The in-kernel implementation of device dispatch/kernel fusion. The ET SDK has a non-trivial op-to-op gap. `Uberkernel` (name taken from the original Esperanto AI's compiler)
+dispatches multiple already existing kernel implementations with device side synchronization. Due to the processor's design, there is no natural memory visibility
+horizon between sub-kernel invocations. This makes uberkernel much more difficult to develop and debug. Currently Uberkerel is hidden begind the
+`GGML_ET_UBERKERNEL` environment variable and is disabled by default. Setting it to 1 enables it and provides significant performance improvements but is only
+validated for the LLaMA 3.2 model family and Qwen 3.5.
+
+## Roadmap
+
+As of writing the documentation the ET backend is capable of running most models and smaller ones at usable speed given the low power profile of the processor. We'd
+address the following capabilities in the future:
+
+* Enable Uberkernel for all models
+* More oprtator support
+* Better TTS model support
+* Enable more quantization format support
diff --git a/docs/backend/OPENCL.md b/docs/backend/OPENCL.md
index 044ac606ba..337b0c82a0 100644
--- a/docs/backend/OPENCL.md
+++ b/docs/backend/OPENCL.md
@@ -1,16 +1,26 @@
# llama.cpp for OpenCL
-- [Background](#background)
-- [OS](#os)
-- [Hardware](#hardware)
-- [DataType Supports](#datatype-supports)
-- [Model Preparation](#model-preparation)
-- [CMake Options](#cmake-options)
-- [Android](#android)
-- [Windows 11 Arm64](#windows-11-arm64)
-- [Linux](#Linux)
-- [Known Issue](#known-issues)
-- [TODO](#todo)
+- [llama.cpp for OpenCL](#llamacpp-for-opencl)
+ - [Background](#background)
+ - [Llama.cpp + OpenCL](#llamacpp--opencl)
+ - [OS](#os)
+ - [Hardware](#hardware)
+ - [Adreno GPU](#adreno-gpu)
+ - [DataType Supports](#datatype-supports)
+ - [Model Preparation](#model-preparation)
+ - [Binary Kernel Library](#binary-kernel-library)
+ - [CMake Options](#cmake-options)
+ - [Android](#android)
+ - [I. Setup Environment](#i-setup-environment)
+ - [II. Build llama.cpp](#ii-build-llamacpp)
+ - [Windows 11 Arm64](#windows-11-arm64)
+ - [I. Setup Environment](#i-setup-environment-1)
+ - [II. Build llama.cpp](#ii-build-llamacpp-1)
+ - [Linux](#linux)
+ - [I. Setup Environment](#i-setup-environment-2)
+ - [II. Build llama.cpp](#ii-build-llamacpp-2)
+ - [Known Issues](#known-issues)
+ - [TODO](#todo)
## Background
@@ -34,11 +44,14 @@ The llama.cpp OpenCL backend is designed to enable llama.cpp on **Qualcomm Adren
**Verified devices**
-| Adreno GPU | Status |
-|:------------------------------------:|:-------:|
-| Adreno 750 (Snapdragon 8 Gen 3) | Support |
-| Adreno 830 (Snapdragon 8 Elite) | Support |
-| Adreno X85 (Snapdragon X Elite) | Support |
+| Adreno GPU | Status |
+|:-------------------------------------:|:-------:|
+| Adreno 750 (Snapdragon 8 Gen 3) | Support |
+| Adreno 810 (Snapdragon 7s Gen 3) | Support |
+| Adreno 830 (Snapdragon 8 Elite) | Support |
+| Adreno 840 (Snapdragon 8 Elite Gen 5) | Support |
+| Adreno X1-85 (Snapdragon X Elite) | Support |
+| Adreno X2-90 (Snapdragon X2 Elite) | Support |
> A6x GPUs with a recent driver and compiler are supported; they are usually found in IoT platforms.
However, A6x GPUs in phones are likely not supported due to the outdated driver and compiler.
@@ -47,42 +60,61 @@ However, A6x GPUs in phones are likely not supported due to the outdated driver
| DataType | Status |
|:----------------------:|:--------------------------:|
+| Q1_0 | Support |
| Q4_0 | Support |
-| Q6_K | Support, but not optimized |
+| Q4_1 | Support |
+| Q5_0 | Support |
+| Q5_1 | Support |
| Q8_0 | Support |
+| Q4_K | Support |
+| Q5_K | Support |
+| Q6_K | Support |
| MXFP4 | Support |
+| IQ4_NL | Support |
## Model Preparation
-You can refer to the general [llama-quantize tool](/tools/quantize/README.md) for steps to convert a model in Hugging Face safetensor format to GGUF with quantization.
+Since common quantizations are supported now, it is recommanded to download GGUF models directly from Huggingface.
-Currently we support `Q4_0` quantization and have optimized for it. To achieve best performance on Adreno GPU, add `--pure` to `llama-quantize` (i.e., make all weights in `Q4_0`). For example,
+## Binary Kernel Library
-```sh
-./llama-quantize --pure ggml-model-qwen2.5-3b-f16.gguf ggml-model-qwen-3b-Q4_0.gguf Q4_0
-```
+A prebuilt binary kernel library has been introduced for Adreno GPUs.
+It currently targets X2 GPUs (X2-90, X2-85 and X2-45) found in Snapdragon X2 SoC.
+The library currently contains kernels for MUL_MAT_ID with Q4_0, Q4_1, Q4_K, MXFP4.
+The library must be manually downloaded from https://softwarecenter.qualcomm.com/catalog/item/Adreno_Kernel_Library_GGML.
-Since `Q6_K` is also supported, `Q4_0` quantization without `--pure` will also work. However, the performance will be worse compared to pure `Q4_0` quantization.
+To allow using the kernel library, add `-DGGML_OPENCL_USE_ADRENO_BIN_KERNELS=ON` when configuring with CMake.
+Then, extract `adreno-opencl-kernels.dll` from the zip file downloaded from the above URL and put it alongside the executables.
+If kernels compatible with the current GPU are found in the library, they will be loaded and used.
-### `MXFP4` MoE Models
-
-OpenAI gpt-oss models are MoE models in `MXFP4`. The quantized model will be in `MXFP4_MOE`, a mixture of `MXFP4` and `Q8_0`.
-For this quantization, there is no need to specify `--pure`.
-For gpt-oss-20b model, you can directly [download](https://huggingface.co/ggml-org/gpt-oss-20b-GGUF) the quantized GGUF file in `MXFP4_MOE` from Hugging Face.
-
-Although it is possible to quantize gpt-oss-20b model in pure `Q4_0` (all weights in `Q4_0`), it is not recommended since `MXFP4` has been optimized for MoE while `Q4_0` is not. In addition, accuracy should degrade with such pure `Q4_0` quantization.
-Hence, using the default `MXFP4_MOE` quantization (see the link above) is recommended for this model.
-
-> Note that the `Q4_0` model found [here](https://huggingface.co/unsloth/gpt-oss-20b-GGUF/blob/main/gpt-oss-20b-Q4_0.gguf) is a mixture of `Q4_0`, `Q8_0` and `MXFP4` and gives better performance than `MXFP4_MOE` quantization.
## CMake Options
The OpenCL backend has the following CMake options that control the behavior of the backend.
-| CMake options | Default value | Description |
-|:---------------------------------:|:--------------:|:------------------------------------------|
-| `GGML_OPENCL_EMBED_KERNELS` | `ON` | Embed OpenCL kernels into the executable. |
-| `GGML_OPENCL_USE_ADRENO_KERNELS` | `ON` | Use kernels optimized for Adreno. |
+| CMake options | Default value | Description |
+|:------------------------------------:|:--------------:|:------------------------------------------|
+| `GGML_OPENCL_EMBED_KERNELS` | `ON` | Embed OpenCL kernels into the executable. |
+| `GGML_OPENCL_USE_ADRENO_KERNELS` | `ON` | Use kernels optimized for Adreno. |
+| `GGML_OPENCL_USE_ADRENO_BIN_KERNELS` | `OFF` | Allow using binary kernel lib for Adreno. |
+
+## Program Binary Cache
+
+Compiled `cl_program` binaries are cached on disk, so subsequent runs skip the expensive
+compile-from-source step when nothing relevant has changed (kernel source, compile options,
+device, driver, or platform version).
+
+The cache is controlled with the `GGML_OPENCL_KERNEL_CACHE_DIR` environment variable:
+
+| Value | Behavior |
+|:---------------------------------------|:-----------------------------------------------|
+| unset / empty / `1` / `default` | Enabled in the platform default cache directory: `%LOCALAPPDATA%\llama.cpp\cl-cache` (Windows), `~/Library/Caches/llama.cpp/cl-cache` (macOS), `<temp dir>/llama.cpp/cl-cache` elsewhere. |
+| `0` / `off` / `none` / `disable(d)` | Disabled. |
+| any other value | Used verbatim as the cache directory path. |
+
+If the chosen directory cannot be created or used, the cache disables itself for the process
+and kernels are compiled from source as usual. Set `GGML_OPENCL_KERNEL_CACHE_DEBUG=1` to
+print a HIT/MISS/SAVE trace to stderr.
## Android
@@ -277,6 +309,5 @@ ninja
## TODO
-- Optimization for Q6_K
-- Support and optimization for Q4_K
- Improve flash attention
+- Improve OpenCL C kernels performance
diff --git a/docs/backend/OPENVINO.md b/docs/backend/OPENVINO.md
index b0e19abb09..3cdf631ceb 100644
--- a/docs/backend/OPENVINO.md
+++ b/docs/backend/OPENVINO.md
@@ -12,6 +12,25 @@ The OpenVINO backend is implemented in `ggml/src/ggml-openvino` and provides a t
- Compiles and caches the model for the target device.
- Binds GGML tensor memory to OpenVINO inference tensors and runs inference.
+## Contents
+
+- [Supported Devices](#supported-devices)
+- [Supported Model Precisions](#supported-model-precisions)
+- [Supported Llama.cpp Tools](#supported-llamacpp-tools)
+- [Validated Models](#validated-models)
+- [Build Instructions](#build-instructions)
+ - [0. Prerequisites](#0-prerequisites)
+ - [1. Install OpenVINO Runtime](#1-install-openvino-runtime)
+ - [2. Build llama.cpp with OpenVINO Backend](#2-build-llamacpp-with-openvino-backend)
+ - [Automated Ubuntu Build Script](#automated-ubuntu-build-script)
+ - [Automated Windows Build Script](#automated-windows-build-script)
+ - [3. Download Sample Model](#3-download-sample-model)
+ - [4. Run Inference with OpenVINO Backend](#4-run-inference-with-openvino-backend)
+ - [5. Docker Build](#5-docker-build)
+- [GGML OpenVINO Backend Runtime Configurations](#ggml-openvino-backend-runtime-configurations)
+- [Known Limitations](#known-limitations)
+- [Work in Progress](#work-in-progress)
+
## Supported Devices
OpenVINO backend supports the following hardware:
@@ -31,55 +50,102 @@ Although OpenVINO supports a wide range of [Intel hardware](https://docs.openvin
- `Q4_1`
- `Q4_K`
- `Q4_K_M`
-- `Q5_K` (converted to Q8_0_C at runtime)
-- `Q6_K` (converted to Q8_0_C at runtime)
+- `Q5_K` (converted to `Q8_0_C` at runtime)
+- `Q6_K` (converted to `Q8_0_C` at runtime)
> [!NOTE]
> Accuracy validation and performance optimizations for quantized models are a work in progress.
-## Quantization Support Details
-
-### CPU and GPU
-
-- **`Q4_0`, `Q4_1`, `Q4_K_M`, `Q6_K` models are supported**
+**CPU and GPU Quantization Details:**
- `Q5_K` and `Q6_K` tensors are converted to `Q8_0_C`
-### NPU
-
-- **Primary supported quantization scheme is `Q4_0`**
+**NPU Quantization Details:**
+- Primary supported quantization scheme is `Q4_0`
- `Q6_K` tensors are requantized to `Q4_0_128` in general. For embedding weights, `Q6_K` tensors are requantized to `Q8_0_C` except for the token embedding matrix which is dequantized to fp16
-### Additional Notes
-
+**Additional Notes:**
- Both `Q4_0` and `Q4_1` models use `Q6_K` for the token embedding tensor and the final matmul weight tensor (often the same tensor)
- `Q4_0` models may produce some `Q4_1` tensors if an imatrix is provided during quantization using `llama-quantize`
- `Q4_K_M` models may include both `Q6_K` and `Q5_K` tensors (observed in Phi-3)
+- `Q5_1` tensors are dequantized natively (weights, scales, and zero-points extracted directly)
+
+## Supported Llama.cpp Tools
+
+The OpenVINO backend integrates with the standard llama.cpp tools listed below.
+However, all the tools coverage across all devices is not uniform and exhaustive validation is work in progress.
+
+- llama-bench
+- llama-cli
+- llama-completion
+- llama-embedding
+- llama-perplexity
+- llama-run
+- llama-server
+- llama-simple
## Validated Models
-The following models were validated on Intel® Core™ Ultra Series 2. While our testing was limited, the OpenVINO backend is expected to work across a broad range of [Intel hardware](https://docs.openvino.ai/2026/about-openvino/release-notes-openvino/system-requirements.html).
-- Use `GGML_OPENVINO_STATEFUL_EXECUTION=1` when using GPU device.
-- `-fa 1` is required when running llama-bench with the OpenVINO backend.
-- Additional model support, quantization formats and validations are work in progress.
+Although, the validated models below were tested with `llama-cli` using the `Q4_K_M` quantization format on Intel® Core™ Ultra Series 2 (Lunar Lake), the OpenVINO backend is expected to work across a broader range of [Intel hardware](https://docs.openvino.ai/2026/about-openvino/release-notes-openvino/system-requirements.html), [supported model precisions](#supported-model-precisions), [supported llama.cpp tools](#supported-llamacpp-tools) and additional model architectures.
-| Model | Validated | Known Issues |
-| :------| :---------- | :-------------|
-| [Llama-3.2-1B-Instruct](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/) | `FP16`, `Q8_0`, `Q4_0`, `Q4_1`, `Q4_K_M` on CPU/GPU/NPU | — |
-| [Meta-Llama-3.1-8B-Instruct](https://huggingface.co/bartowski/Meta-Llama-3.1-8B-Instruct-GGUF) | `Q8_0`, `Q4_K_M` on CPU/GPU/NPU | `Q4_0_8_8`, `Q4_0_4_8`, `Q4_0_4_4` fail |
-| [Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct-gguf) | `FP16`, `Q4` on CPU/NPU | GPU unsupported for `FP16` and `Q4` (`llama-cli`, `llama-bench`) |
-| [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct-GGUF) | `FP16`, `Q8_0`, `Q4_0`, `Q4_1`, `Q4_K_M` on CPU/GPU/NPU | — |
-| [Qwen3-8B-Instruct](https://huggingface.co/Qwen/Qwen3-8B-GGUF) | `FP16`, `Q8_0`, `Q4_0`, `Q4_1`, `Q4_K_M` on CPU/NPU; GPU works via `llama-bench` | GPU `llama-cli` unsupported for all quantizations |
-| [MiniCPM-V-2_6-GGUF](https://huggingface.co/openbmb/MiniCPM-V-2_6-gguf) | `Q4_0` on CPU/GPU/NPU | — |
-| [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/bartowski/DeepSeek-R1-Distill-Llama-8B-GGUF) | `Q8_0`, `Q4_0`, `Q4_1`, `Q4_K_M` on CPU/GPU/NPU | — |
-| [Hunyuan-7B-Instruct](https://huggingface.co/bartowski/tencent_Hunyuan-7B-Instruct-GGUF) | CPU: `Q8_0`, `Q4_0`, `Q4_1`, `Q4_K_M`; GPU: `Q8_0`, `Q4_0`, `Q4_1`; NPU (`llama-bench` only): `Q4_0`, `Q4_1`, `Q4_K_M` | GPU `Q4_K_M` unsupported; NPU `llama-cli` unsupported |
-| [Mistral-7B-Instruct-v0.3](https://huggingface.co/bartowski/Mistral-7B-Instruct-v0.3-GGUF/) | CPU/GPU: `Q8_0`, `Q4_K_M`; NPU: `Q8_0`, `Q4_K_M` (via `llama-bench`) | NPU `llama-cli` unsupported for `Q8_0`, `Q4_K_M` |
+> [!NOTE]
+> Extensive accuracy validation, performance optimizations, and broader architecture coverage are work in progress.
+
+**Legend & Test Configuration:**
+- **Status:** ✓ = Passed | ✗ = Failed or Unsupported
+- **Execution Modes:**
+ - **SL** = Stateless (`GGML_OPENVINO_STATEFUL_EXECUTION=0`)
+ - **SF** = Stateful (`GGML_OPENVINO_STATEFUL_EXECUTION=1`)
+ - Note: The NPU operates in stateless mode only.
+- **Validation system:** Intel® Core™ Ultra 5 238V (Lunar Lake) | 32 GB RAM | Ubuntu 24.04 | Intel OpenCL GPU Driver 26.18.38308.1 | Intel NPU Driver 1.33.0.
+- See [Known Limitations](#known-limitations) for context on observed failures.
+
+| Model | CPU (SL / SF) | GPU (SL / SF) | NPU (SL) |
+| :--- | :---: | :---: | :---: |
+| [bartowski/Llama-3.2-1B-Instruct-Q4_K_M](https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [bartowski/Llama-3.2-3B-Instruct-Q4_K_M](https://huggingface.co/bartowski/Llama-3.2-3B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [bartowski/Meta-Llama-3.1-8B-Instruct-Q4_K_M](https://huggingface.co/bartowski/Meta-Llama-3.1-8B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| | | | |
+| [Qwen/qwen2.5-1.5b-instruct-q4_k_m](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [Qwen/qwen2.5-coder-7b-instruct-q4_k_m](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/Qwen_Qwen3-0.6B-Q4_K_M](https://huggingface.co/bartowski/Qwen_Qwen3-0.6B-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/Qwen_Qwen3-1.7B-Q4_K_M](https://huggingface.co/bartowski/Qwen_Qwen3-1.7B-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [Qwen/Qwen3-4B-Q4_K_M](https://huggingface.co/Qwen/Qwen3-4B-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [lm-kit/Qwen3-8B-Q4_K_M](https://huggingface.co/lm-kit/qwen-3-8b-instruct-gguf) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| | | | |
+| [unsloth/gemma-3-4b-it-Q4_K_M](https://huggingface.co/unsloth/gemma-3-4b-it-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/google_gemma-4-E2B-it-Q4_K_M](https://huggingface.co/bartowski/google_gemma-4-E2B-it-GGUF) | ✓ / ✗ | ✓ / ✗ | ✓ |
+| [bartowski/google_gemma-4-E4B-it-Q4_K_M](https://huggingface.co/bartowski/google_gemma-4-E4B-it-GGUF) | ✓ / ✗ | ✓ / ✗ | ✓ |
+| [bartowski/gemma-4-12B-it-Q4_K_M](https://huggingface.co/bartowski/gemma-4-12B-it-GGUF) | ✓ / ✗ | ✓ / ✗ | ✗ |
+| | | | |
+| [bartowski/Phi-3-mini-4k-instruct-Q4_K_M](https://huggingface.co/bartowski/Phi-3-mini-4k-instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/Phi-3.5-mini-instruct-Q4_K_M](https://huggingface.co/bartowski/Phi-3.5-mini-instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| | | | |
+| [bartowski/Mistral-7B-Instruct-v0.3-Q4_K_M](https://huggingface.co/bartowski/Mistral-7B-Instruct-v0.3-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [QuantFactory/Ministral-3b-instruct.Q4_K_M](https://huggingface.co/QuantFactory/Ministral-3b-instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [bartowski/Ministral-8B-Instruct-2410-Q4_K_M](https://huggingface.co/bartowski/Ministral-8B-Instruct-2410-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| | | | |
+| [bartowski/DeepSeek-R1-Distill-Llama-8B-Q4_K_M](https://huggingface.co/bartowski/DeepSeek-R1-Distill-Llama-8B-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [bartowski/DeepSeek-R1-Distill-Qwen-7B-Q4_K_M](https://huggingface.co/bartowski/DeepSeek-R1-Distill-Qwen-7B-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| | | | |
+| [ibm-granite/granite-4.0-350m-Q4_K_M](https://huggingface.co/ibm-granite/granite-4.0-350m-GGUF) | ✓ / ✓ | ✗ / ✗ | ✓ |
+| [ibm-granite/granite-4.0-micro-Q4_K_M](https://huggingface.co/ibm-granite/granite-4.0-micro-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [ibm-granite/granite-4.0-1b-Q4_K_M](https://huggingface.co/ibm-granite/granite-4.0-1b-GGUF) | ✓ / ✓ | ✗ / ✗ | ✗ |
+| [ibm-research/granite-3.2-8b-instruct-Q4_K_M](https://huggingface.co/ibm-research/granite-3.2-8b-instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| | | | |
+| [HuggingFaceTB/smollm2-1.7b-instruct-q4_k_m](https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✓ | ✓ |
+| [openbmb/MiniCPM-V-2_6-Q4_K_M](https://huggingface.co/openbmb/MiniCPM-V-2_6-gguf) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/tencent_Hunyuan-7B-Instruct-Q4_K_M](https://huggingface.co/bartowski/tencent_Hunyuan-7B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [LGAI-EXAONE/EXAONE-3.5-7.8B-Instruct-Q4_K_M](https://huggingface.co/LGAI-EXAONE/EXAONE-3.5-7.8B-Instruct-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| [bartowski/prism-ml_Bonsai-8B-unpacked-Q4_K_M](https://huggingface.co/bartowski/prism-ml_Bonsai-8B-unpacked-GGUF) | ✓ / ✓ | ✓ / ✗ | ✓ |
+| | | | |
+| [gpustack/bge-m3-Q4_K_M.gguf](https://huggingface.co/gpustack/bge-m3-GGUF) | ✓ | ✗ | ✗ |
## Build Instructions
-### Prerequisites
+### 0. Prerequisites
- Linux or Windows system with Intel hardware (CPU, GPU, or NPU)
-- **For Intel GPU or NPU Usage**: Install the appropriate hardware drivers for your Intel GPU or NPU. For detailed instructions, see: [Additional Configurations for Hardware Acceleration](https://docs.openvino.ai/2025/get-started/install-openvino/configurations.html).
+- **For Intel GPU or NPU Usage**: Install the appropriate hardware drivers for your Intel GPU or NPU. For detailed instructions, see: [Additional Configurations for Hardware Acceleration](https://docs.openvino.ai/2026/get-started/install-openvino/configurations.html).
- **Linux:**
- Git, CMake, and Ninja software tools are needed for building.
@@ -119,28 +185,14 @@ The following models were validated on Intel® Core™ Ultra Series 2. While our
- Follow the guide to install OpenVINO Runtime from an archive file: [Linux](https://docs.openvino.ai/2026/get-started/install-openvino/install-openvino-archive-linux.html) | [Windows](https://docs.openvino.ai/2026/get-started/install-openvino/install-openvino-archive-windows.html)
-- **Linux:**
-
- <details>
- <summary>📦 Click to expand OpenVINO installation from an archive file on Ubuntu</summary>
- <br>
-
- ```bash
- wget https://raw.githubusercontent.com/ravi9/misc-scripts/main/openvino/ov-archive-install/install-openvino-from-archive.sh
- chmod +x install-openvino-from-archive.sh
- ./install-openvino-from-archive.sh
- ```
-
- Verify OpenVINO is initialized properly:
- ```bash
- echo $OpenVINO_DIR
- ```
- </details>
-
+- Verify OpenVINO is initialized properly:
+ ```bash
+ echo $OpenVINO_DIR
+ ```
### 2. Build llama.cpp with OpenVINO Backend
-Clone the OpenVINO-enabled llama.cpp fork and build it:
+Clone llama.cpp repo and build :
```bash
git clone https://github.com/ggml-org/llama.cpp
@@ -148,39 +200,375 @@ cd llama.cpp
```
- **Linux:**
- ```bash
- source /opt/intel/openvino/setupvars.sh
- cmake -B build/ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON
- cmake --build build/ReleaseOV --parallel
- ```
+```bash
+source /opt/intel/openvino/setupvars.sh
+cmake -B build/ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON
+cmake --build build/ReleaseOV --parallel
+```
+
+- **Windows:** Open **x64 Native Tools Command Prompt for VS** (so the MSVC toolchain is on `PATH`), then run:
+
+```cmd
+C:\Intel\openvino\setupvars.bat
+cmake -B build\ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON -DCMAKE_TOOLCHAIN_FILE=C:\vcpkg\scripts\buildsystems\vcpkg.cmake
+cmake --build build\ReleaseOV --parallel
+```
-- **Windows:**
- ```cmd
- # x64 Native Tools Command Prompt for VS 2022
- "C:\Program Files (x86)\Intel\openvino_2026.0\setupvars.bat"
- cmake -B build\ReleaseOV -G Ninja -DCMAKE_BUILD_TYPE=Release -DGGML_OPENVINO=ON -DLLAMA_CURL=OFF -DCMAKE_TOOLCHAIN_FILE=C:\vcpkg\scripts\buildsystems\vcpkg.cmake
- cmake --build build\ReleaseOV --parallel
- ```
> [!NOTE]
-> Use `x64 Native Tools Command Prompt` for Windows build. After building, you could use either `cmd` or `PowerShell` to run the OpenVINO backend.
+> The Windows install path is `C:\Intel\openvino` (no spaces) to avoid quoting problems some CMake/Ninja toolchains have with `C:\Program Files (x86)\...`. Adjust to wherever you installed OpenVINO Runtime. From `cmd`, run `C:\Intel\openvino\setupvars.bat`; from PowerShell, run `& "C:\Intel\openvino\setupvars.ps1"` instead. Once the build is finished you can launch the binaries from any `cmd` or `PowerShell` window after sourcing the matching `setupvars` script for that shell.
+
+#### Automated Ubuntu Build Script
+
+For Ubuntu24 users, the following shell script automates the prerequisite installs (build tools, OpenCL ICD), the OpenVINO Runtime download/extract/setup, and the Ninja-based llama.cpp build.
+Save the following as `ubuntu-llamacpp-ov-install.sh` next to where you want the `llama.cpp` folder to land, then run it:
+
+```bash
+chmod +x ubuntu-llamacpp-ov-install.sh
+./ubuntu-llamacpp-ov-install.sh
+```
+
+<details>
+<summary>Click to expand <code>ubuntu-llamacpp-ov-install.sh</code></summary>
+
+```bash
+#!/usr/bin/env bash
+# ============================================
+# llama.cpp OpenVINO Build Script (Ninja)
+# ============================================
+set -euo pipefail
+
+OPENVINO_VERSION_MAJOR="2026.3"
+OPENVINO_VERSION_FULL="2026.3.0.22451.bd8d6542e3c"
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+OPENVINO_INSTALL_DIR="/opt/intel/openvino_${OPENVINO_VERSION_MAJOR}"
+OPENVINO_LINK_DIR="/opt/intel/openvino"
+OPENVINO_TGZ="${SCRIPT_DIR}/openvino.tgz"
+OPENVINO_URL="https://storage.openvinotoolkit.org/repositories/openvino/packages/${OPENVINO_VERSION_MAJOR}/linux/openvino_toolkit_ubuntu24_${OPENVINO_VERSION_FULL}_x86_64.tgz"
+
+echo "============================================"
+echo "Installing prerequisites (apt)..."
+echo "============================================"
+sudo apt-get update
+sudo apt-get install -y \
+ build-essential libcurl4-openssl-dev libtbb12 \
+ cmake ninja-build python3-pip \
+ curl wget tar git
+
+echo "============================================"
+echo "Installing OpenCL runtime + headers..."
+echo "============================================"
+sudo apt-get install -y \
+ ocl-icd-opencl-dev opencl-headers opencl-clhpp-headers intel-opencl-icd
+
+cd "${SCRIPT_DIR}"
+
+# ============================================
+# Clone llama.cpp if missing
+# ============================================
+if [[ ! -f "llama.cpp/CMakeLists.txt" ]]; then
+ echo "Cloning llama.cpp..."
+ git clone https://github.com/ggml-org/llama.cpp
+fi
+
+# ============================================
+# Setup OpenVINO: download & extract to /opt/intel/openvino_${OPENVINO_VERSION_MAJOR},
+# then point /opt/intel/openvino at it via symlink so the active version is swappable.
+# ============================================
+if [[ -f "${OPENVINO_INSTALL_DIR}/setupvars.sh" ]]; then
+ echo "OpenVINO ${OPENVINO_VERSION_MAJOR} already installed at ${OPENVINO_INSTALL_DIR}. Skipping download."
+else
+ echo "OpenVINO not found at ${OPENVINO_INSTALL_DIR}. Starting download..."
+ curl -L -o "${OPENVINO_TGZ}" "${OPENVINO_URL}"
+
+ echo "Extracting OpenVINO to ${OPENVINO_INSTALL_DIR}..."
+ sudo mkdir -p "${OPENVINO_INSTALL_DIR}"
+ sudo tar -xzf "${OPENVINO_TGZ}" -C "${OPENVINO_INSTALL_DIR}" --strip-components=1
+ rm -f "${OPENVINO_TGZ}"
+fi
+
+# Refresh symlink: /opt/intel/openvino -> /opt/intel/openvino_${OPENVINO_VERSION_MAJOR}
+sudo ln -sfn "${OPENVINO_INSTALL_DIR}" "${OPENVINO_LINK_DIR}"
+
+OPENVINO_ROOT="${OPENVINO_LINK_DIR}"
+echo "OpenVINO Ready: ${OPENVINO_ROOT} -> ${OPENVINO_INSTALL_DIR}"
+
+# Install OpenVINO's own runtime dependencies (one-time per system).
+if [[ -x "${OPENVINO_ROOT}/install_dependencies/install_openvino_dependencies.sh" ]]; then
+ echo "============================================"
+ echo "Installing OpenVINO runtime dependencies..."
+ echo "============================================"
+ echo "Y" | sudo -E "${OPENVINO_ROOT}/install_dependencies/install_openvino_dependencies.sh"
+fi
+
+# ============================================
+# Clean old build cache
+# ============================================
+cd "${SCRIPT_DIR}/llama.cpp"
+if [[ -d "build/ReleaseOV" ]]; then
+ echo "Removing old build directory..."
+ rm -rf "build/ReleaseOV"
+fi
+
+echo "============================================"
+echo "Configuring with CMake..."
+echo "============================================"
+# shellcheck disable=SC1091
+source "${OPENVINO_ROOT}/setupvars.sh"
+
+cmake -B build/ReleaseOV -G Ninja \
+ -DCMAKE_BUILD_TYPE=Release \
+ -DGGML_OPENVINO=ON
+
+cmake --build build/ReleaseOV --parallel
+
+echo "============================================"
+echo "Build completed successfully!"
+echo "============================================"
+echo "Binaries: $(pwd)/build/ReleaseOV/bin"
+echo
+echo "NOTE: To run, source setupvars.sh and pick a device:"
+echo " source /opt/intel/openvino/setupvars.sh"
+echo " export GGML_OPENVINO_DEVICE=CPU # or GPU / NPU"
+echo " ./build/ReleaseOV/bin/llama-cli -m model.gguf"
+```
+
+> [!NOTE]
+> The script pins OpenVINO `2026.3` via the `OPENVINO_VERSION_MAJOR` / `OPENVINO_VERSION_FULL` variables at the top — edit them to track a different release.
+
+</details>
+
+#### Automated Windows Build Script
+
+For Windows users, the following `.bat` script automates the prerequisite installs (Git, Ninja, CMake, Visual Studio 2022 Build Tools, vcpkg + OpenCL), the OpenVINO Runtime download/extract, and the Ninja-based llama.cpp build.
+Save the following as `windows-llamacpp-ov-install.bat` next to where you want the `llama.cpp` to land, then run it from either **Command Prompt** or **PowerShell**:
+
+```cmd
+:: Command Prompt
+windows-llamacpp-ov-install.bat
+```
+
+```powershell
+# PowerShell
+.\windows-llamacpp-ov-install.bat
+```
+
+<details>
+<summary>Click to expand <code>windows-llamacpp-ov-install.bat</code></summary>
+
+```bat
+@echo off
+setlocal enabledelayedexpansion
+
+REM ============================================
+REM llama.cpp OpenVINO Build Script (Ninja)
+REM ============================================
+
+set "OPENVINO_VERSION_MAJOR=2026.3"
+set "OPENVINO_VERSION_FULL=2026.3.0.22451.bd8d6542e3c"
+
+set "SCRIPT_DIR=%~dp0"
+set "VCPKG_DIR=C:\vcpkg"
+set "OPENVINO_INSTALL_DIR=C:\Intel\openvino_%OPENVINO_VERSION_MAJOR%"
+set "OPENVINO_LINK_DIR=C:\Intel\openvino"
+set "OPENVINO_ZIP=%SCRIPT_DIR%openvino.zip"
+set "OPENVINO_EXTRACT_TMP=%SCRIPT_DIR%openvino_extract_tmp"
+set "OPENVINO_URL=https://storage.openvinotoolkit.org/repositories/openvino/packages/%OPENVINO_VERSION_MAJOR%/windows/openvino_toolkit_windows_%OPENVINO_VERSION_FULL%_x86_64.zip"
+
+echo ============================================
+echo Installing prerequisites...
+echo ============================================
+winget install --id Git.Git -e --accept-source-agreements --accept-package-agreements 2>nul
+winget install --id Ninja-build.Ninja -e --accept-source-agreements --accept-package-agreements 2>nul
+winget install --id Kitware.CMake -e --accept-source-agreements --accept-package-agreements 2>nul
+
+REM Ensure Visual Studio Build Tools are installed.
+echo Checking for Visual Studio Build Tools...
+set "VSWHERE=%ProgramFiles(x86)%\Microsoft Visual Studio\Installer\vswhere.exe"
+set "VS_INSTALLED="
+if exist "%VSWHERE%" (
+ for /f "usebackq tokens=*" %%i in (`"%VSWHERE%" -latest -products * -requires Microsoft.VisualStudio.Component.VC.Tools.x86.x64 -property installationPath 2^>nul`) do (
+ set "VS_INSTALLED=%%i"
+ )
+)
+if defined VS_INSTALLED (
+ echo Visual Studio with VC++ x86/x64 tools already present at "!VS_INSTALLED!". Skipping winget install.
+) else (
+ winget install --id Microsoft.VisualStudio.2022.BuildTools -e --override "--wait --passive --add Microsoft.VisualStudio.Workload.VCTools --includeRecommended" --accept-source-agreements --accept-package-agreements
+ if errorlevel 1 (
+ echo WARNING: winget could not install Visual Studio Build Tools automatically.
+ echo Install manually from https://aka.ms/vs/17/release/vs_BuildTools.exe ^(select the "Desktop development with C++" workload^)
+ echo and re-run this script from a "Developer Command Prompt for VS 2022".
+ )
+)
+
+echo ============================================
+echo Installing OpenCL via vcpkg...
+echo ============================================
+if not exist "%VCPKG_DIR%" (
+ git clone https://github.com/microsoft/vcpkg "%VCPKG_DIR%"
+ cd /d "%VCPKG_DIR%"
+ call bootstrap-vcpkg.bat
+ call vcpkg integrate install
+)
+cd /d "%VCPKG_DIR%"
+call vcpkg install opencl
+
+cd /d "%SCRIPT_DIR%"
+
+REM ============================================
+REM Clone llama.cpp if missing
+REM ============================================
+if not exist "llama.cpp\CMakeLists.txt" (
+ echo Cloning llama.cpp...
+ git clone https://github.com/ggml-org/llama.cpp
+)
+
+cd /d "llama.cpp"
+set "SCRIPT_DIR=%CD%"
+
+REM ============================================
+REM Setup OpenVINO: download & extract to C:\Intel\openvino_%OPENVINO_VERSION_MAJOR%,
+REM then point C:\Intel\openvino at it via a directory junction (mklink /J).
+REM ============================================
+
+if exist "%OPENVINO_INSTALL_DIR%\setupvars.bat" (
+ echo OpenVINO %OPENVINO_VERSION_MAJOR% already installed at "%OPENVINO_INSTALL_DIR%". Skipping download.
+) else (
+ echo OpenVINO not found at "%OPENVINO_INSTALL_DIR%". Starting download...
+
+ curl -L -o "%OPENVINO_ZIP%" "%OPENVINO_URL%"
+ if errorlevel 1 (
+ echo ERROR: Download failed.
+ exit /b 1
+ )
+
+ echo Extracting OpenVINO...
+ if exist "%OPENVINO_EXTRACT_TMP%" rmdir /s /q "%OPENVINO_EXTRACT_TMP%"
+ mkdir "%OPENVINO_EXTRACT_TMP%"
+ tar -xf "%OPENVINO_ZIP%" -C "%OPENVINO_EXTRACT_TMP%"
+ if errorlevel 1 (
+ echo ERROR: Extraction failed.
+ exit /b 1
+ )
+
+ REM Move the single top-level folder contents into the versioned install dir.
+ REM NOTE: delayed expansion (!VAR!) is required because the surrounding else( ... )
+ REM block is parsed once up-front, so %OPENVINO_EXTRACTED% would expand to "" here
+ REM and xcopy would then treat "\*" as C:\* and fail with "Cannot perform a cyclic copy".
+ set "OPENVINO_EXTRACTED="
+ for /d %%i in ("%OPENVINO_EXTRACT_TMP%\*") do set "OPENVINO_EXTRACTED=%%i"
+ if not defined OPENVINO_EXTRACTED (
+ echo ERROR: Could not locate extracted OpenVINO folder under "%OPENVINO_EXTRACT_TMP%".
+ exit /b 1
+ )
+ if not exist "%OPENVINO_INSTALL_DIR%" mkdir "%OPENVINO_INSTALL_DIR%"
+ xcopy /e /i /y /q "!OPENVINO_EXTRACTED!\*" "%OPENVINO_INSTALL_DIR%\" >nul
+ if errorlevel 1 (
+ echo ERROR: Failed to copy OpenVINO from "!OPENVINO_EXTRACTED!" to "%OPENVINO_INSTALL_DIR%".
+ echo Re-run this script from an elevated Command Prompt ^(Run as administrator^) if access is denied.
+ exit /b 1
+ )
+
+ rmdir /s /q "%OPENVINO_EXTRACT_TMP%"
+ del "%OPENVINO_ZIP%"
+)
+
+REM Refresh junction: C:\Intel\openvino -> C:\Intel\openvino_<version>.
+REM `mklink /J` creates a directory junction (no admin / Developer Mode required).
+if exist "%OPENVINO_LINK_DIR%" rmdir "%OPENVINO_LINK_DIR%"
+mklink /J "%OPENVINO_LINK_DIR%" "%OPENVINO_INSTALL_DIR%" >nul
+if errorlevel 1 (
+ echo ERROR: Failed to create junction "%OPENVINO_LINK_DIR%" -^> "%OPENVINO_INSTALL_DIR%".
+ echo If "%OPENVINO_LINK_DIR%" already exists as a regular non-empty folder, remove it manually and re-run.
+ exit /b 1
+)
+
+set "OPENVINO_ROOT=%OPENVINO_LINK_DIR%"
+echo OpenVINO Ready: %OPENVINO_ROOT% -^> %OPENVINO_INSTALL_DIR%
+
+
+echo ============================================
+echo Setting up compiler environment...
+echo ============================================
+REM Locate Visual Studio Build Tools vcvars64.bat
+set "VSWHERE=%ProgramFiles(x86)%\Microsoft Visual Studio\Installer\vswhere.exe"
+if exist "%VSWHERE%" (
+ for /f "usebackq tokens=*" %%i in (`"%VSWHERE%" -latest -products Microsoft.VisualStudio.Product.BuildTools -property installationPath`) do (
+ set "VS_PATH=%%i"
+ )
+)
+if defined VS_PATH (
+ call "%VS_PATH%\VC\Auxiliary\Build\vcvars64.bat" >nul
+) else (
+ echo WARNING: Visual Studio Build Tools not found. Compiler may be missing.
+)
+
+REM ============================================
+REM Clean old build cache
+REM ============================================
+if exist "build\ReleaseOV" (
+ echo Removing old build directory ...
+ rmdir /s /q "build\ReleaseOV"
+)
+
+echo ============================================
+echo Configuring with CMake...
+echo ============================================
+call "%OPENVINO_ROOT%\setupvars.bat" >nul 2>nul
+
+cmake -B build\ReleaseOV -G Ninja ^
+ -DCMAKE_BUILD_TYPE=Release ^
+ -DGGML_OPENVINO=ON ^
+ -DCMAKE_TOOLCHAIN_FILE="%VCPKG_DIR%\scripts\buildsystems\vcpkg.cmake"
+
+if errorlevel 1 (
+ echo If you continue to face CMAKE errors, make sure to install:
+ echo winget install Microsoft.VisualStudio.2022.BuildTools
+ echo Then run the "Developer Command Prompt for VS 2022" and launch this script from there.
+ exit /b 1
+)
+
+cmake --build build\ReleaseOV --config Release
+if errorlevel 1 exit /b 1
+
+echo ============================================
+echo Build completed successfully!
+echo ============================================
+echo Binaries: %CD%\build\ReleaseOV\bin
+echo.
+echo NOTE: To run, source setupvars.bat and pick a device:
+echo call "C:\Intel\openvino\setupvars.bat"
+echo set GGML_OPENVINO_DEVICE=CPU ^&^& REM or GPU / NPU
+echo build\ReleaseOV\bin\llama-cli.exe -m model.gguf
+echo.
+
+endlocal
+```
+
+> [!NOTE]
+> The script pins OpenVINO `2026.3` via the `OPENVINO_VERSION_MAJOR` / `OPENVINO_VERSION_FULL` variables at the top — edit them to track a different release. From any new shell, source the matching `setupvars` script via the junction — `call "C:\Intel\openvino\setupvars.bat"` from `cmd`, or `& "C:\Intel\openvino\setupvars.ps1"` from PowerShell. If `winget` cannot register Visual Studio Build Tools on first run, install them once manually and re-run the script from an elevated **Developer Command Prompt for VS 2022**.
+
+</details>
+
### 3. Download Sample Model
-Download models for testing:
+Download sample model for testing.
```bash
# Linux
mkdir -p ~/models/
-wget https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf \
- -O ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf
+wget https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_K_M.gguf \
+ -O ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf
# Windows PowerShell
mkdir C:\models
-Invoke-WebRequest -Uri https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf -OutFile C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf
+Invoke-WebRequest -Uri https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_K_M.gguf -OutFile C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf
# Windows Command Line
mkdir C:\models
-curl -L https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf -o C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf
+curl -L https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_K_M.gguf -o C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf
```
### 4. Run Inference with OpenVINO Backend
@@ -196,65 +584,45 @@ When using the OpenVINO backend, the first inference token may have slightly hig
# Linux
export GGML_OPENVINO_DEVICE=GPU
-# Enable stateful execution with GPU device to avoid known stateless execution failures.
+# Optional: enable stateful execution for improved GPU performance (recommended).
export GGML_OPENVINO_STATEFUL_EXECUTION=1
# To run llama-simple:
-./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -n 50 "The story of AI is "
+./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -n 50 "The story of AI is "
# To run in chat mode:
-./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 1024
+./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -c 1024
# To run llama-bench, -fa 1 is needed
-GGML_OPENVINO_STATEFUL_EXECUTION=1 GGML_OPENVINO_DEVICE=GPU ./build/ReleaseOV/bin/llama-bench -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -fa 1
+GGML_OPENVINO_STATEFUL_EXECUTION=1 GGML_OPENVINO_DEVICE=GPU ./build/ReleaseOV/bin/llama-bench -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -fa 1
# NPU: keep context small to avoid failures from very large model context windows.
export GGML_OPENVINO_DEVICE=NPU
-./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 512
+./build/ReleaseOV/bin/llama-cli -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -c 512
# Windows Command Line
set GGML_OPENVINO_DEVICE=GPU
-# Enable stateful execution with GPU device to avoid known stateless execution failures.
+# Optional: enable stateful execution for improved GPU performance (recommended).
set GGML_OPENVINO_STATEFUL_EXECUTION=1
# Windows PowerShell
$env:GGML_OPENVINO_DEVICE = "GPU"
$env:GGML_OPENVINO_STATEFUL_EXECUTION = "1"
# To run llama-simple
-build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -n 50 "The story of AI is "
+build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf" -n 50 "The story of AI is "
# To run in chat mode:
-build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -c 1024
+build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf" -c 1024
# To run llama-bench, -fa 1 is needed
-build\ReleaseOV\bin\llama-bench.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -fa 1
+build\ReleaseOV\bin\llama-bench.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf" -fa 1
# NPU: keep context small to avoid failures from very large model context windows.
# Windows Command Line
set GGML_OPENVINO_DEVICE=NPU
# Windows PowerShell
$env:GGML_OPENVINO_DEVICE = "NPU"
-build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -c 512
+build\ReleaseOV\bin\llama-cli.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf" -c 512
```
> [!NOTE]
> On systems with multiple GPUs, use `GPU.0` or `GPU.1` to explicitly target specific GPU. See [OpenVINO GPU Device](https://docs.openvino.ai/2026/openvino-workflow/running-inference/inference-devices-and-modes/gpu-device.html) for more details.
-### Known Issues and Current Workarounds
-
-- GPU stateless execution is currently affected by a known issue.
- - Workaround: set `GGML_OPENVINO_STATEFUL_EXECUTION=1` when using GPU device.
-- NPU failures can happen when context size is too large. Recent llama.cpp behavior may resolve context size to the model training context (for example, 131072 for Llama 3.2 1B), which is too large for current NPU usage and can also stress laptop CPU/GPU on larger models. To inspect the selected context size, run `llama-cli` or `llama-server` with `-lv 3`.
- - Workaround: explicitly set context size, for ex. `-c 1024` for NPU runs. Performance will be better with lower context size.
-- Additional NPU limitations:
- - Model caching is not yet supported.
- - `llama-server -np > 1` (multiple parallel sequences) is not supported.
- - `llama-perplexity` is only supported with `-b 512` or smaller.
-- `--context-shift` with `llama-cli` is currently not supported with OpenVINO backend across CPU, GPU, and NPU devices.
-- Encoder models (embedding, reranking) are not supported with the current OpenVINO backend implementation.
-- `-fa 1` is required when running llama-bench with the OpenVINO backend.
- - `GGML_OPENVINO_STATEFUL_EXECUTION=1 GGML_OPENVINO_DEVICE=GPU ./llama-bench -fa 1`
-- `llama-server` with OpenVINO backend supports only one chat session/thread, when `GGML_OPENVINO_STATEFUL_EXECUTION=1` is enabled.
-
-> [!NOTE]
-> The OpenVINO backend is actively under development. Fixes are underway, and this document will continue to be updated as issues are resolved.
-
-
-### Docker Build
+### 5. Docker Build
You can build and run llama.cpp with OpenVINO backend using Docker.
@@ -272,7 +640,7 @@ docker build --target=light -t llama-openvino:light -f .devops/openvino.Dockerfi
docker build --target=server -t llama-openvino:server -f .devops/openvino.Dockerfile .
# If you are behind a proxy:
-docker build --build-arg http_proxy=$http_proxy --build-arg https_proxy=$https_proxy --target=light -t llama-openvino:light -f .devops/openvino.Dockerfile .
+docker build --build-arg http_proxy=$http_proxy --build-arg https_proxy=$https_proxy --target=server -t llama-openvino:server -f .devops/openvino.Dockerfile .
```
Run llama.cpp with OpenVINO backend Docker container.
@@ -281,19 +649,19 @@ Save sample models in `~/models` as [shown above](#3-download-sample-model). It
```bash
# Run Docker container
-docker run --rm -it -v ~/models:/models llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf
+docker run --rm -it -v ~/models:/models llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf
# With Intel GPU access (iGPU or dGPU)
docker run --rm -it -v ~/models:/models \
--device=/dev/dri --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \
--env=GGML_OPENVINO_DEVICE=GPU --env=GGML_OPENVINO_STATEFUL_EXECUTION=1 \
-llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf
+llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf
# With Intel NPU access
docker run --rm -it -v ~/models:/models \
--device=/dev/accel --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \
--env=GGML_OPENVINO_DEVICE=NPU \
-llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf
+llama-openvino:light --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf
```
Run Llama.cpp Server with OpenVINO Backend.
@@ -301,17 +669,30 @@ Run Llama.cpp Server with OpenVINO Backend.
> `llama-server` with OpenVINO backend supports only one chat session/thread, when `GGML_OPENVINO_STATEFUL_EXECUTION=1` is enabled.
```bash
-# Run the Server Docker container
-docker run --rm -it -p 8080:8080 -v ~/models:/models llama-openvino:server --no-warmup -m /models/Llama-3.2-1B-Instruct-Q4_0.gguf -c 1024
-# Or Using llama-server executable
-./build/ReleaseOV/bin/llama-server -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf --port 8080 -c 1024
+# Run the llama-openvino:server Docker container (CPU)
+docker run --rm -it -p 8080:8080 -v ~/models:/models llama-openvino:server --no-warmup -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -c 1024 --host 0.0.0.0
-# If you are behind a proxy, make sure to set NO_PROXY to avoid proxy for localhost
-export NO_PROXY=localhost,127.0.0.1
+# Run the llama-openvino:server Docker container with Intel GPU access (iGPU or dGPU)
+docker run --rm -it -v ~/models:/models \
+--device=/dev/dri --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \
+-p 8080:8080 --env=GGML_OPENVINO_DEVICE=GPU \
+llama-openvino:server --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf --host 0.0.0.0
+
+# Run the llama-openvino:server Docker container with Intel NPU access
+docker run --rm -it -v ~/models:/models \
+--device=/dev/accel --group-add=$(stat -c "%g" /dev/dri/render* | head -n 1) -u $(id -u):$(id -g) \
+-p 8080:8080 --env=GGML_OPENVINO_DEVICE=NPU \
+llama-openvino:server --no-warmup -c 1024 -m /models/Llama-3.2-1B-Instruct-Q4_K_M.gguf --host 0.0.0.0
+
+# Or Using llama-server executable
+./build/ReleaseOV/bin/llama-server -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf --port 8080 -c 1024
# Option 1: Open your browser to http://localhost:8080 to access the web UI for the llama.cpp server.
# Option 2: In a NEW terminal, test the server with curl
+# If you are behind a proxy, make sure to set NO_PROXY to avoid proxy for localhost
+export NO_PROXY=localhost,127.0.0.1
+
# Test health endpoint
curl -f http://localhost:8080/health
@@ -320,24 +701,30 @@ curl -X POST "http://localhost:8080/v1/chat/completions" -H "Content-Type: appli
-d '{"messages":[{"role":"user","content":"Write a poem about OpenVINO"}],"max_tokens":100}' | jq .
```
-## Runtime Configuration
+## GGML OpenVINO Backend Runtime Configurations
The OpenVINO backend can be configured using the following environment variables at runtime to control device selection, caching, debugging, and profiling behavior.
+Boolean flags follow a uniform convention: set to a **positive integer** (e.g. `1`) to enable; unset, empty, `0`, negative, or non-numeric values are treated as disabled.
-### Configuration Options
-
-| Variable | Default | Description |
-|-----------------------------------|------------|-------------------------------------------------------------------------------------------------------------|
-| `GGML_OPENVINO_DEVICE` | `CPU` | Specify the target device (CPU, GPU, NPU). On systems with multiple GPUs, use `GPU.0` or `GPU.1` to explicitly target specific GPU. See [OpenVINO GPU Device](https://docs.openvino.ai/2026/openvino-workflow/running-inference/inference-devices-and-modes/gpu-device.html). When set to **NPU**, static compilation mode is enabled for optimal performance. |
-| `GGML_OPENVINO_CACHE_DIR` | `not set` | Directory for OpenVINO model caching (recommended: `/tmp/ov_cache`). Enables model caching when set. **Not supported on NPU devices.** |
-| `GGML_OPENVINO_PREFILL_CHUNK_SIZE`| `256` | Token chunk size for **NPU** prefill. |
-| `GGML_OPENVINO_STATEFUL_EXECUTION`| `0` | Enable stateful KV cache on for better performance. Recommended on CPU, GPU. |
-| `GGML_OPENVINO_PROFILING` | `0` | Enable execution-time profiling. |
-| `GGML_OPENVINO_DUMP_CGRAPH` | `0` | Dump the GGML compute graph to `cgraph_ov.txt`. |
-| `GGML_OPENVINO_DUMP_IR` | `0` | Serialize OpenVINO IR files with timestamps. |
-| `GGML_OPENVINO_DEBUG_INPUT` | `0` | Enable input debugging and print input tensor info. |
-| `GGML_OPENVINO_DEBUG_OUTPUT` | `0` | Enable output debugging and print output tensor info. |
-| `GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS` | `0` | Print tensor address map once. |
+| Variable | Type | Default | Description |
+|-----------------------------------|-----------|------------|-------------------------------------------------------------------------------------------------------------|
+| `GGML_OPENVINO_DEVICE` | String | `CPU` | Specify the target device (CPU, GPU, NPU). On systems with multiple GPUs, use `GPU.0` or `GPU.1` to explicitly target specific GPU. See [OpenVINO GPU Device](https://docs.openvino.ai/2026/openvino-workflow/running-inference/inference-devices-and-modes/gpu-device.html). When set to **NPU**, static compilation mode is enabled for optimal performance. |
+| `GGML_OPENVINO_CACHE_DIR` | String | `not set` | Directory for OpenVINO model caching (recommended: `/tmp/ov_cache`). Enables model caching when set. **Not supported on NPU devices.** |
+| `GGML_OPENVINO_COMPILED_MODEL_CACHE_DIR` | String | `not set` | Directory for the frontend compiled-model cache. When set, OpenVINO compiled models are exported as blobs and imported on later runs to skip weight requantization, graph conversion, and compilation for matching single-graph models. |
+| `GGML_OPENVINO_PREFILL_CHUNK_SIZE`| Integer | `256` | Token chunk size for **NPU** prefill (NPU-only; ignored on CPU/GPU). Must be a positive integer; otherwise the default is used. |
+| `GGML_OPENVINO_STATEFUL_EXECUTION`| Boolean | `0` | Enable stateful KV cache for better performance. Recommended on CPU, GPU. |
+| `GGML_OPENVINO_DISABLE_CACHE` | Boolean | `0` | Disable the in-process compiled-model / decoder cache (cache is on by default). Set to `1` to disable. |
+| `GGML_OPENVINO_DISABLE_KV_SLICE` | Boolean | `0` | Disable the KV-cache input-tensor slicing optimization (slicing is on by default on CPU/GPU). Set to `1` to disable. |
+| `GGML_OPENVINO_MANUAL_GQA_ATTN` | Boolean | device-based | Tri-state. When **unset**, manual GQA attention is enabled by default on `GPU` and disabled on other devices. Set to a positive integer to force-enable, or `0` to force-disable. |
+| `GGML_OPENVINO_MEMORY_OPTIMIZE` | Boolean | `0` | Umbrella switch for compile-time memory reductions. Enables `GGML_OPENVINO_REDUCE_COMPILE_MEM` and, on GPU, `GGML_OPENVINO_RELEASE_WEIGHTS` unless those fine-grained variables are explicitly set. |
+| `GGML_OPENVINO_REDUCE_COMPILE_MEM`| Boolean | inherits from `GGML_OPENVINO_MEMORY_OPTIMIZE` | Reduce compile-time host memory use by streaming weight requantization and avoiding extra weight-node materialization where possible. Set explicitly to override the umbrella switch. |
+| `GGML_OPENVINO_RELEASE_WEIGHTS` | Boolean | inherits from `GGML_OPENVINO_MEMORY_OPTIMIZE` on GPU | GPU-only. Release host weight buffers after the compiled model cache can reuse the device/plugin copy. Requires stable graph shapes; dynamic workloads that need recompilation should leave this disabled. |
+| `GGML_OPENVINO_PROFILING` | Boolean | `0` | Enable execution-time profiling. |
+| `GGML_OPENVINO_DUMP_CGRAPH` | Boolean | `0` | Dump the GGML compute graph to `cgraph_ov.txt`. |
+| `GGML_OPENVINO_DUMP_IR` | Boolean | `0` | Serialize OpenVINO IR files with timestamps. |
+| `GGML_OPENVINO_DEBUG_INPUT` | Boolean | `0` | Enable input debugging and print input tensor info. |
+| `GGML_OPENVINO_DEBUG_OUTPUT` | Boolean | `0` | Enable output debugging and print output tensor info. |
+| `GGML_OPENVINO_PRINT_CGRAPH_TENSOR_ADDRESS` | Boolean | `0` | Print tensor address map once. |
> [!NOTE]
>`GGML_OPENVINO_STATEFUL_EXECUTION` is an **Experimental** feature to allow stateful execution for managing the KV cache internally inside the OpenVINO model, improving performance on CPUs and GPUs. Stateful execution is not effective on NPUs, and not all models currently support this feature. This feature is experimental and has been validated only with the llama-simple, llama-cli, llama-bench, and llama-run applications and is recommended to enable for the best performance. Other applications, such as llama-server and llama-perplexity, are not yet supported.
@@ -355,7 +742,7 @@ export GGML_OPENVINO_PROFILING=1
export GGML_OPENVINO_DEVICE=GPU
export GGML_OPENVINO_STATEFUL_EXECUTION=1
-./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_0.gguf -n 50 "The story of AI is "
+./build/ReleaseOV/bin/llama-simple -m ~/models/Llama-3.2-1B-Instruct-Q4_K_M.gguf -n 50 "The story of AI is "
# Windows Command Line
set GGML_OPENVINO_CACHE_DIR=C:\tmp\ov_cache
@@ -369,19 +756,39 @@ $env:GGML_OPENVINO_PROFILING = "1"
$env:GGML_OPENVINO_DEVICE = "GPU"
$env:GGML_OPENVINO_STATEFUL_EXECUTION = "1"
-build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_0.gguf" -n 50 "The story of AI is "
+build\ReleaseOV\bin\llama-simple.exe -m "C:\models\Llama-3.2-1B-Instruct-Q4_K_M.gguf" -n 50 "The story of AI is "
```
-## Llama.cpp Tools
+## Known Limitations
-The following tools work with the OpenVINO backend on CPU, GPU, NPU:
-- llama-bench
-- llama-cli
-- llama-completion
-- llama-perplexity
-- llama-server
-- llama-simple
+**General (all devices)**
+
+- Llama.cpp OpenVINO backend currently supports a subset of GGML ops and text-only models. Unsupported ops or unsupported op shapes/cases fail during OpenVINO translation.
+- Multimodal features (audio/image/video) are a work in progress.
+- Limited Embedding and Reranking model support.
+- Llama.cpp tool coverage across CPU/GPU/NPU is not uniform.
+
+**Tool-specific**
+
+- `llama-bench`: requires `-fa 1` (flash-attention).
+- `llama-cli --context-shift`: stateless only (`GGML_OPENVINO_STATEFUL_EXECUTION=0`). In stateful mode the KV cache is owned by the OpenVINO model and cannot be shifted externally.
+- `llama-server`: only one chat session/thread when `GGML_OPENVINO_STATEFUL_EXECUTION=1`.
+
+**GPU-specific**
+
+- `llama-server -np > 1`: concurrent requests are batched together, which may slightly reduce per-request throughput.
+
+**NPU-specific**
+
+- Default context resolves to the model's training context (e.g. 131072 for Llama 3.2 1B), which can OOM or fail or degrade performance on NPU. Inspect the resolved value with `-lv 3`.
+ - **Workaround:** Pass an explicit `-c <N>`, e.g. `-c 1024`.
+- NPU device uses a static graph with a fixed prefill chunk size (defaults to 256), configurable with `GGML_OPENVINO_PREFILL_CHUNK_SIZE`. Large prefill/batch settings may need tuning.
+- `llama-server -np > 1` (multiple parallel sequences) is not supported.
+- `llama-perplexity`: requires `-b 512` or smaller.
+
+> [!NOTE]
+> The OpenVINO backend is actively under development. Fixes and improvements are underway, and this document will continue to be updated.
## Work in Progress
diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md
index 3ea94d9d78..8b68851ff5 100644
--- a/docs/backend/SYCL.md
+++ b/docs/backend/SYCL.md
@@ -161,6 +161,64 @@ You could update your test result in it directly.
Please refer to [Docker with SYCL](../docker.md#docker-with-sycl) for details.
+## Quick Development WOW
+
+This chapter is for quick development & try with SYCL backend on Intel GPU.
+
+You need to install following sofeware before development:
+ - Intel GPU driver
+ - oneAPI package
+ - other development tools.
+
+Please refer to [Linux](#linux) or [Windows](#windows-1) for above installation and resolve the trouble in usage. There are the detailed guide.
+
+- Linux
+
+```
+## build from source code
+./examples/sycl/build.sh
+
+## run CONV_2D_DW unit test cases
+./build/bin/test-backend-ops -b SYCL0 -o CONV_2D_DW
+
+## run all unit test cases
+./build/bin/test-backend-ops -b SYCL0
+
+## run with LLM on the first GPU
+./examples/sycl/test.sh -mg 0 -m xxxx.gguf
+
+## run service with LLM on the first GPU
+export ONEAPI_DEVICE_SELECTOR="level_zero:0"
+./examples/sycl/start-svr.sh -m xxxx.gguf
+
+## update the docs/ops.md for new/update OPs
+./examples/sycl/update-ops-doc.sh
+```
+
+- Windows
+
+```
+## build from source code
+examples\sycl\win-build-sycl.bat
+
+## run CONV_2D_DW unit test cases
+build\bin\test-backend-ops.exe -b SYCL0 -o CONV_2D_DW
+
+## run all unit test cases
+build\bin\test-backend-ops.exe -b SYCL0
+
+## run LLM on the first GPU
+examples\sycl\win-test.bat -mg 0 -m xxxx.gguf
+
+## run service with LLM on the first GPU
+set ONEAPI_DEVICE_SELECTOR="level_zero:0"
+examples\sycl\win-start-svr.bat -m xxxx.gguf
+
+## update the docs/ops.md for new/update OPs
+examples\sycl\win-update-ops-doc.bat
+```
+
+
## Linux
### I. Setup Environment
@@ -253,6 +311,7 @@ When targeting an intel GPU, the user should expect one or more devices among th
#### Intel GPU
```sh
+# Uses FP32, consider using FP16 for better performance in most cases
./examples/sycl/build.sh
```
@@ -262,12 +321,12 @@ or
# Export relevant ENV variables
source /opt/intel/oneapi/setvars.sh
-# Option 1: Use FP32 (recommended for better performance in most cases)
-cmake -B build -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx
-
-# Option 2: Use FP16
+# Option 1: Use FP16 (recommended for better performance in most cases)
cmake -B build -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON
+# Option 2: Use FP32
+cmake -B build -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx
+
# build all binary
cmake --build build --config Release -j -v
```
@@ -354,19 +413,28 @@ In two device selection modes, the default SYCL backend is level_zero, you can c
|------------------|----------------------------------------|
| Single device | --split-mode none --main-gpu DEVICE_ID |
| Multiple devices | --split-mode layer (default) |
+| Multiple devices | --split-mode tensor (tensor parallelism) |
+
+`--split-mode tensor` (tensor parallelism) shards each layer across the selected
+GPUs. It requires flash attention, which is auto-enabled when `--flash-attn` is
+left at its default `auto`, so `--split-mode tensor` works out of the box.
+Passing `--flash-attn off` together with `--split-mode tensor` is rejected at
+context creation. The default `f16` KV cache is recommended. Tensor parallelism
+is currently optimized for 2 GPUs; other device counts fall back to a generic
+all-reduce.
Examples:
- Use device 0:
```sh
-ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -no-cnv -m models/llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 400 -e -ngl 99 -sm none -mg 0 --mmap
+ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -no-cnv -m models/llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 400 -e -ngl 99 -sm none -mg 0 --load-mode auto
```
- Use multiple devices:
```sh
-ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -no-cnv -m models/llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 400 -e -ngl 99 -sm layer --mmap
+ZES_ENABLE_SYSMAN=1 ./build/bin/llama-completion -no-cnv -m models/llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:" -n 400 -e -ngl 99 -sm layer --load-mode auto
```
*Notes:*
@@ -381,6 +449,8 @@ Or
use 1 SYCL GPUs: [0] with Max compute units:512
```
+User can use the device management in [docs/multi-gpu.md](https://github.com/ggml-org/llama.cpp/blob/master/docs/multi-gpu.md), like parameter `--device SYCL0,SYCL1` to assign one or more devices.
+
## Windows
### Install GPU driver
@@ -469,6 +539,7 @@ Choose one of following methods to build from source code.
##### Option 1: Script
```sh
+# Uses FP32, consider using FP16 for better performance in most cases
.\examples\sycl\win-build-sycl.bat
```
@@ -479,11 +550,11 @@ On the oneAPI command line window, step into the llama.cpp main directory and ru
```
@call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force
-# Option 1: Use FP32 (recommended for better performance in most cases)
-cmake -B build -G "Ninja" -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DCMAKE_BUILD_TYPE=Release
+# Option 1: Use FP16 (recommended for better performance in most cases)
+cmake -B build -G "Ninja" -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DCMAKE_BUILD_TYPE=Release -DGGML_SYCL_F16=ON
-# Option 2: Or FP16
-cmake -B build -G "Ninja" -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DCMAKE_BUILD_TYPE=Release -DGGML_SYCL_F16=ON
+# Option 2: Or FP32
+cmake -B build -G "Ninja" -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DCMAKE_BUILD_TYPE=Release
cmake --build build --config Release -j
```
@@ -491,10 +562,10 @@ cmake --build build --config Release -j
Or, use CMake presets to build:
```sh
-cmake --preset x64-windows-sycl-release
+cmake -DGGML_SYCL_F16=ON --preset x64-windows-sycl-release
cmake --build build-x64-windows-sycl-release -j --target llama-completion
-cmake -DGGML_SYCL_F16=ON --preset x64-windows-sycl-release
+cmake --preset x64-windows-sycl-release
cmake --build build-x64-windows-sycl-release -j --target llama-completion
cmake --preset x64-windows-sycl-debug
@@ -655,19 +726,28 @@ In two device selection modes, the default SYCL backend is level_zero, you can c
|------------------|----------------------------------------|
| Single device | --split-mode none --main-gpu DEVICE_ID |
| Multiple devices | --split-mode layer (default) |
+| Multiple devices | --split-mode tensor (tensor parallelism) |
+
+`--split-mode tensor` (tensor parallelism) shards each layer across the selected
+GPUs. It requires flash attention, which is auto-enabled when `--flash-attn` is
+left at its default `auto`, so `--split-mode tensor` works out of the box.
+Passing `--flash-attn off` together with `--split-mode tensor` is rejected at
+context creation. The default `f16` KV cache is recommended. Tensor parallelism
+is currently optimized for 2 GPUs; other device counts fall back to a generic
+all-reduce.
Examples:
- Use device 0:
```
-build\bin\llama-completion.exe -no-cnv -m models\llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:\nStep 1:" -n 400 -e -ngl 99 -sm none -mg 0 --mmap
+build\bin\llama-completion.exe -no-cnv -m models\llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:\nStep 1:" -n 400 -e -ngl 99 -sm none -mg 0 --load-mode auto
```
- Use multiple devices:
```
-build\bin\llama-completion.exe -no-cnv -m models\llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:\nStep 1:" -n 400 -e -ngl 99 -sm layer --mmap
+build\bin\llama-completion.exe -no-cnv -m models\llama-2-7b.Q4_0.gguf -p "Building a website can be done in 10 simple steps:\nStep 1:" -n 400 -e -ngl 99 -sm layer --load-mode auto
```
@@ -685,6 +765,7 @@ Or
use 1 SYCL GPUs: [0] with Max compute units:512
```
+User can use the device management in [docs/multi-gpu.md](https://github.com/ggml-org/llama.cpp/blob/master/docs/multi-gpu.md), like parameter `--device SYCL0,SYCL1` to assign one or more devices.
## Environment Variable
@@ -699,7 +780,7 @@ use 1 SYCL GPUs: [0] with Max compute units:512
| GGML_SYCL_GRAPH | ON *(default)* \|OFF *(Optional)* | Enable build with [SYCL Graph extension](https://github.com/intel/llvm/blob/sycl/sycl/doc/extensions/experimental/sycl_ext_oneapi_graph.asciidoc). |
| GGML_SYCL_DNN | ON *(default)* \|OFF *(Optional)* | Enable build with oneDNN. |
| GGML_SYCL_HOST_MEM_FALLBACK | ON *(default)* \|OFF *(Optional)* | Allow host memory fallback when device memory is full during quantized weight reorder. Enables inference to continue at reduced speed (reading over PCIe) instead of failing. Requires Linux kernel 6.8+. |
-| GGML_SYCL_SUPPORT_LEVEL_ZERO | ON *(default)* \|OFF *(Optional)* | Enable Level Zero API for device memory allocation. Requires Level Zero headers/library at build time and Intel GPU driver (Level Zero runtime) at run time. Reduces system RAM usage during multi-GPU inference. |
+| GGML_SYCL_SUPPORT_LEVEL_ZERO_API | ON *(default)* \|OFF *(Optional)* | Support to use Level Zero API for device memory allocation. Requires Level Zero headers/library at build time and Intel GPU driver (Level Zero runtime) at run time. Reduces system RAM usage during multi-GPU inference. SYCL backend always runs on Level Zero running time even if it's set as OFF (The SYCL api will be usage for memory allocation).|
| CMAKE_C_COMPILER | `icx` *(Linux)*, `icx/cl` *(Windows)* | Set `icx` compiler for SYCL code path. |
| CMAKE_CXX_COMPILER | `icpx` *(Linux)*, `icx` *(Windows)* | Set `icpx/icx` compiler for SYCL code path. |
@@ -710,14 +791,24 @@ use 1 SYCL GPUs: [0] with Max compute units:512
| Name | Value | Function |
|-------------------|------------------|---------------------------------------------------------------------------------------------------------------------------|
| GGML_SYCL_DEBUG | 0 (default) or 1 | Enable log function by macro: GGML_SYCL_DEBUG |
+| GGML_SYCL_DEV2DEV_MEMCPY | 0 (default), 1, 2 | Choose the method of dev2dev memory copy.<br>Value: <br>* 0: SYCL API (default), only support dGPUs.<br>* 1: L0 API -- Better performance, only support dGPUs, found to lead to abnormal crash in some case. <br>* 2: Host Forward -- Most stable method for all cases (including iGPU + dGPU*N), but with lower performance (-2% to -5%).<br>SYCL & L0 API are easy to be impacted by Intel GPU driver issue. When you meet the garbled output or crash issues in multiple GPUs case, try with this debug flag to work around or check the issue.|
| GGML_SYCL_ENABLE_FLASH_ATTN | 1 (default) or 0| Enable Flash-Attention. It can reduce memory usage. The performance impact depends on the LLM.|
-| GGML_SYCL_DISABLE_OPT | 0 (default) or 1 | Disable optimize features for Intel GPUs. (Recommended to 1 for Intel devices older than Gen 10) |
-| GGML_SYCL_DISABLE_GRAPH | 0 or 1 (default) | Disable running computations through SYCL Graphs feature. Disabled by default because SYCL Graph is still on development, no better performance. |
-| GGML_SYCL_ENABLE_LEVEL_ZERO | 1 (default) or 0 | Use Level Zero API for device memory allocation instead of SYCL. Reduces system RAM usage on Intel dGPUs by avoiding DMA-buf/TTM host memory staging. Requires GGML_SYCL_SUPPORT_LEVEL_ZERO=ON at build time. |
-| GGML_SYCL_DISABLE_DNN | 0 (default) or 1 | Disable running computations through oneDNN and always use oneMKL. |
+| GGML_SYCL_ENABLE_OPT | 0 or 1 (default)| Enable optimize features for Intel GPUs. (Recommended to 0 for Intel devices older than Gen 10) |
+| GGML_SYCL_ENABLE_GRAPH | 0 (default) or 1 | Enable running computations through SYCL Graphs feature. Disabled by default because SYCL Graph is still on development, no better performance. |
+| GGML_SYCL_ENABLE_HOST_PINNED_MEM | 0 or 1 (default) | Enable host pinned memory to speed up copy data from host to device. When disable it, host memory will common malloc() on CPU.|
+| GGML_SYCL_USE_LEVEL_ZERO_API | 1 (default) or 0 | Use Level Zero API for device memory allocation instead of SYCL. Reduces system RAM usage on Intel dGPUs by avoiding DMA-buf/TTM host memory staging. Requires GGML_SYCL_SUPPORT_LEVEL_ZERO_API=ON at build time. SYCL backend always runs on Level Zero running time even if it's set as OFF (The SYCL api will be usage for memory allocation).|
+| GGML_SYCL_ENABLE_DNN | 0 or 1 (default)| Enable running computations through oneDNN and always use oneMKL. |
+| GGML_SYCL_FA_ONEDNN | 1 (default) or 0 | Enable the oneDNN fused SDPA (flash-attention) path on supported GPUs. Set to 0 to always use the native SYCL flash-attention kernel. |
+| GGML_SYCL_FA_ONEDNN_MAX_KV | 0 (default, disabled) or positive integer | By default (0), all sequences are handled by the oneDNN fused SDPA path, regardless of KV length; a positive value caps that length, past which sequences fall back to the native kernel. If GPU driver watchdog resets (DEVICE_LOST) occur during long-context inference, set this near the context depth where they start, e.g. 24576. |
| GGML_SYCL_ENABLE_VMM | 0 or 1 (default) | Enable the virtual-memory device pool. |
+| GGML_SYCL_ENABLE_MKL_FA | 1 (default) or 0 | Enable oneMKL GEMM flash attention for XMX-accelerated prompt processing with quantized KV cache. Automatically activates during prefill (prompt processing) when all conditions are met: (1) flash-attn enabled (`-fa` or `--flash-attn on`), (2) KV cache quantized (`--cache-type-k q8_0 --cache-type-v q8_0` or other `*_0/*_1` types), (3) batch size ≥ 1024 (`--batch-size 1024`), (4) prompt length ≥ 1024 tokens. Set to 0 to force the TILE kernel for A/B testing. Example minimum command: `llama-cli -m model.gguf -fa -ngl 99 --cache-type-k q8_0 --cache-type-v q8_0 --batch-size 1024 -p "your prompt"` |
+| GGML_SYCL_MKL_FA_DEBUG | 0 (default) or 1 | Enable per-call diagnostic logging for MKL flash attention: GEMM/softmax timings, interleaved-head detection, and buffer memory usage. |
+| GGML_SYCL_MKL_FA_DIAG | 0 (default) or 1 | Enable output fingerprinting for MKL flash attention. Dumps the first 64 float output values for the first 6 FA calls with n_kv ≥ 1024, labeled with kernel type (MKL/TILE/VEC) for cross-kernel comparison. |
+| GGML_SYCL_ENABLE_FUSION | 0 or 1 (default) | Enable fused-kernel dispatch in graph compute. |
+| GGML_SYCL_ENABLE_ESIMD | 0 or 1 (default)| Enable ESIMD kernels when available. |
| ZES_ENABLE_SYSMAN | 0 (default) or 1 | Support to get free memory of GPU by sycl::aspect::ext_intel_free_memory.<br>Recommended to use when --split-mode = layer |
| UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS | 0 (default) or 1 | Allow SYCL/Unified Runtime Level Zero device allocations larger than 4 GiB. llama.cpp's direct Level Zero allocation path requests the relaxed maximum-size limit itself when GGML_SYCL_ENABLE_LEVEL_ZERO=1. |
+| GGML_SYCL_USM_SYSTEM | 0 (default) or 1 | Enable experimental support for [USM system allocations](https://github.khronos.org/SYCL_Reference/iface/usm_basic_concept.html#system-allocations) for large GPU buffers. This requires enough host memory for model weights and caches, an Intel Xe2+ GPU such as BMG or newer and supported on Linux only, with CONFIG_DRM_XE_GPUSVM enabled. |
## Compile-time Flags
@@ -727,6 +818,7 @@ Pass these via `CXXFLAGS` or add a one-off `#define` to enable a flag on the spo
|-----------------|----------------------------------------------------------------------------------|
| DEBUG_SYCL_POOL | Enable device memory pool logging on teardown. Useful for profiling allocations. |
| DEBUG_SYCL_MALLOC | Enable verbose per-call logging of device pool alloc/free operations. |
+| GGML_SYCL_SUPPORT_VMM | Support to building with VMM code. Default is Yes. |
## Design Rule
@@ -808,6 +900,45 @@ Pass these via `CXXFLAGS` or add a one-off `#define` to enable a flag on the spo
set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
```
+- When I set `SYCL_CACHE_PERSISTENT=1` in running time, I meet crash.
+
+ `SYCL_CACHE_PERSISTENT=1` is not recommended by llama.cpp SYCL backend.
+ When cache is enabled, SYCL runtime will try to cache and reuse JIT-compiled binaries.
+
+ We find some AI will tell user this cmd to speed up SYCL backend. It only speeds up the startup to skip the JIT process, instead of running speed.
+
+ It will bring negative impact when the SYCL binary file is changed frequently in your running environment. The new & old codes mix will lead to crash.
+
+ Compare to the benefit, it has brought more failed cases.
+ If you are not familiar with the SYCL compiler principle of JIT and AOT, please don't use it.
+
+ To restore, you need to remove the local cache: `~/.cache/libsycl_cache/` and execute `unset SYCL_CACHE_PERSISTENT` in running time.
+
+- How to use iGPU and dGPU in same time?
+
+ 1. Detect the devices in your running time.
+ ```
+ source /opt/intel/oneapi/setvars.sh
+ ./build/bin/llama-server --list-devices
+
+ or
+ ./build/bin/llama-cli --list-devices
+ ./build/bin/llama-bench --list-devices
+ ./build/bin/llama-completion --list-devices
+
+ Available devices:
+ SYCL0: Intel(R) Arc(TM) A770 Graphics (15473 MiB, 15473 MiB free)
+ SYCL1: Intel(R) UHD Graphics 770 (59675 MiB, 44986 MiB free)
+ ```
+
+ The dGPU will be in the head of this list and iGPU will be the end.
+ If not all GPUs are listed, please check the env var: ONEAPI_DEVICE_SELECTOR and unset it.
+
+ 2. Set the iGPU and dGPU
+
+ Set the iGPU and dGPU by `./build/bin/llama-server --device SYCL0,SYCL1,SYCLxxx`.
+
+
### **GitHub contribution**:
Please add the `[SYCL]` prefix/tag in issues/PRs titles to help the SYCL contributors to check/address them without delay.
diff --git a/docs/backend/snapdragon/CMakeUserPresets.json b/docs/backend/snapdragon/CMakeUserPresets.json
index d37100764f..848d735f1c 100644
--- a/docs/backend/snapdragon/CMakeUserPresets.json
+++ b/docs/backend/snapdragon/CMakeUserPresets.json
@@ -24,7 +24,6 @@
"GGML_LLAMAFILE": "OFF",
"GGML_OPENCL": "ON",
"GGML_HEXAGON": "ON",
- "GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE": "128",
"LLAMA_OPENSSL": "OFF"
}
},
@@ -47,7 +46,6 @@
"GGML_LLAMAFILE": "OFF",
"GGML_OPENCL": "ON",
"GGML_HEXAGON": "ON",
- "GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE": "128",
"LLAMA_OPENSSL": "OFF"
}
},
@@ -73,7 +71,6 @@
"GGML_LLAMAFILE": "OFF",
"GGML_OPENCL": "OFF",
"GGML_HEXAGON": "ON",
- "GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE": "128",
"LLAMA_OPENSSL": "OFF"
}
},
diff --git a/docs/backend/snapdragon/developer.md b/docs/backend/snapdragon/developer.md
index fc4d160e93..9d56638e3d 100644
--- a/docs/backend/snapdragon/developer.md
+++ b/docs/backend/snapdragon/developer.md
@@ -53,7 +53,7 @@ M=gpt-oss-20b-Q4_0.gguf NDEV=4 D=HTP0,HTP1,HTP2,HTP3 P=surfing.txt scripts/snapd
...
LD_LIBRARY_PATH=/data/local/tmp/llama.cpp/lib
ADSP_LIBRARY_PATH=/data/local/tmp/llama.cpp/lib
-GGML_HEXAGON_NDEV=4 ./bin/llama-cli --no-mmap -m /data/local/tmp/llama.cpp/../gguf/gpt-oss-20b-Q4_0.gguf
+GGML_HEXAGON_NDEV=4 ./bin/llama-cli --load-mode none -m /data/local/tmp/llama.cpp/../gguf/gpt-oss-20b-Q4_0.gguf
-t 4 --ctx-size 8192 --batch-size 128 -ctk q8_0 -ctv q8_0 -fa on -ngl 99 --device HTP0,HTP1,HTP2,HTP3 -no-cnv -f surfing.txt
...
llama_model_loader: - type f32: 289 tensors
diff --git a/docs/build.md b/docs/build.md
index 007b757d47..ed48e7a05e 100644
--- a/docs/build.md
+++ b/docs/build.md
@@ -70,17 +70,23 @@ cmake --build build --config Release
- Tab Workload: Desktop-development with C++
- Tab Components (select quickly via search): C++-_CMake_ Tools for Windows, _Git_ for Windows, C++-_Clang_ Compiler for Windows, MS-Build Support for LLVM-Toolset (clang)
- Please remember to always use a Developer Command Prompt / PowerShell for VS2022 for git, build, test
- - For Windows on ARM (arm64, WoA) build with:
- ```bash
- cmake --preset arm64-windows-llvm-release -D GGML_OPENMP=OFF
- cmake --build build-arm64-windows-llvm-release
- ```
- For building with ninja generator and clang compiler as default:
- -set path:set LIB=C:\Program Files (x86)\Windows Kits\10\Lib\10.0.22621.0\um\x64;C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.41.34120\lib\x64\uwp;C:\Program Files (x86)\Windows Kits\10\Lib\10.0.22621.0\ucrt\x64
+ - For Windows on ARM (arm64, WoA), build with:
```bash
- cmake --preset x64-windows-llvm-release
- cmake --build build-x64-windows-llvm-release
+ cmake --preset arm64-windows-llvm-release -D GGML_OPENMP_FETCH=ON
+ cmake --build build-arm64-windows-llvm-release
```
+ - Use `ARM64 Native Tools Command Prompt for VS 2022` if you are building on an ARM64 machine.
+ - `GGML_OPENMP_FETCH` downloads the official LLVM OpenMP runtime and requires Clang, 7-Zip and network access during configuration. CMake selects the runtime from the target architecture, so this also works when cross-compiling for WoA from x64. The extracted header, import library, DLL and OpenMP license are placed under `build/_deps`. The build copies `libomp.dll` and `LICENSE-LLVM-OpenMP` to the runtime output directory and installs them together. Omit the option to use CMake's normal OpenMP detection, or pass `-D GGML_OPENMP=OFF` to disable OpenMP.
+ - For building with ninja generator and clang compiler as default:
+ - Set path:
+ ```
+ set LIB=C:\Program Files (x86)\Windows Kits\10\Lib\10.0.22621.0\um\x64;C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.41.34120\lib\x64\uwp;C:\Program Files (x86)\Windows Kits\10\Lib\10.0.22621.0\ucrt\x64
+ ```
+ - Run:
+ ```bash
+ cmake --preset x64-windows-llvm-release
+ cmake --build build-x64-windows-llvm-release
+ ```
- If you want HTTPS/TLS features, you may install OpenSSL development libraries. If not installed, the project will build and run without SSL support.
- **Debian / Ubuntu:** `sudo apt-get install libssl-dev`
- **Fedora / RHEL / Rocky / Alma:** `sudo dnf install openssl-devel`
@@ -270,13 +276,10 @@ The environment variable [`CUDA_SCALE_LAUNCH_QUEUES`](https://docs.nvidia.com/cu
Consider setting `CUDA_SCALE_LAUNCH_QUEUES=4x`, which increases the CUDA command buffer to 4 times its default size. This optimization is particularly beneficial for **Multi-GPU setups with pipeline parallelism**, where it significantly improves prompt processing throughput by allowing more operations to be enqueued across GPUs.
-#### GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F
+#### GGML_CUDA_CUBLAS_COMPUTE_TYPE
-Use `GGML_CUDA_FORCE_CUBLAS_COMPUTE_32F` environment variable to use FP32 compute type on all GPUs in FP16 cuBLAS for preventing possible numerical overflows in exchange for slower prompt processing (small impact on RTX PRO/Datacenter products and significant on GeForce products).
-
-#### GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F
-
-Use `GGML_CUDA_FORCE_CUBLAS_COMPUTE_16F` environment variable to force use FP16 compute type (instead of default FP32) in FP16 cuBLAS for V100, CDNA and RDNA4.
+Override default, speed-optimized compute types for cuBLAS matrix multiplications.
+Legal values: `auto`, `f16`, `fp16`, `bf16`, `f32`, `fp32`.
### Unified Memory
@@ -364,12 +367,6 @@ You can download it from your Linux distro's package manager or from here: [ROCm
Note: `GPU_TARGETS` is optional, omitting it will build the code for all GPUs in the current system.
- To enhance flash attention performance on RDNA3+ or CDNA architectures, you can utilize the rocWMMA library by enabling the `-DGGML_HIP_ROCWMMA_FATTN=ON` option. This requires rocWMMA headers to be installed on the build system.
-
- The rocWMMA library is included by default when installing the ROCm SDK using the `rocm` meta package provided by AMD. Alternatively, if you are not using the meta package, you can install the library using the `rocwmma-dev` or `rocwmma-devel` package, depending on your system's package manager.
-
- As an alternative, you can manually install the library by cloning it from the official [GitHub repository](https://github.com/ROCm/rocWMMA), checkout the corresponding version tag (e.g. `rocm-6.2.4`) and set `-DCMAKE_CXX_FLAGS="-I<path/to/rocwmma>/library/include/"` in CMake. This also works under Windows despite not officially supported by AMD.
-
Note that if you get the following error:
```
clang: error: cannot find ROCm device library; provide its path via '--rocm-path' or '--rocm-device-lib-path', or pass '-nogpulib' to build without ROCm device library
diff --git a/docs/completions.md b/docs/completions.md
new file mode 100644
index 0000000000..5376644c0a
--- /dev/null
+++ b/docs/completions.md
@@ -0,0 +1,17 @@
+# Completions
+
+Command-line completion is available for some environments.
+
+## Bash Completion
+
+```bash
+$ build/bin/llama-cli --completion-bash > ~/.llama-completion.bash
+$ source ~/.llama-completion.bash
+```
+
+Optionally this can be added to your `.bashrc` or `.bash_profile` to load it
+automatically. For example:
+
+```console
+$ echo "source ~/.llama-completion.bash" >> ~/.bashrc
+```
diff --git a/docs/development/HOWTO-add-model.md b/docs/development/HOWTO-add-model.md
index ef2b370881..31b3f26861 100644
--- a/docs/development/HOWTO-add-model.md
+++ b/docs/development/HOWTO-add-model.md
@@ -29,6 +29,7 @@ The required steps to implement for an HF model are:
```python
@ModelBase.register("MyModelForCausalLM")
+@ModelBase.example("user/model")
class MyModel(TextModel):
model_arch = gguf.MODEL_ARCH.MYMODEL
```
@@ -37,14 +38,19 @@ or
```python
@ModelBase.register("MyModelForConditionalGeneration")
+@ModelBase.example("user/model")
class MyModel(MmprojModel):
model_arch = gguf.MODEL_ARCH.MYMODEL
```
+The `example` should point to a valid Hugging Face model that will be used for testing. You can add multiple models if necessary. Prefer a non-gated model, or tiny random weights if no such model exists.
+
2. Define the layout of the GGUF tensors in [constants.py](/gguf-py/gguf/constants.py)
Add an enum entry in `MODEL_ARCH`, the model human friendly name in `MODEL_ARCH_NAMES` and the GGUF tensor names in `MODEL_TENSORS`.
+NOTE: Pick the GGUF arch string (and the matching `src/models/<name>.cpp` filename, see section 3) carefully up front, following existing naming conventions. Once GGUF files are published under a given arch string, renaming it later breaks the community's existing files, so this is not something to leave for cleanup in a follow-up PR.
+
Example for `falcon` model:
```python
MODEL_ARCH.FALCON: [
@@ -101,6 +107,7 @@ The model params and tensors layout must be defined in `llama.cpp` source files:
- You may also need to update `LLM_KV_NAMES`, `LLM_TENSOR_NAMES` and `LLM_TENSOR_INFOS`
3. Add any non-standard metadata loading in the `llama_model_loader` constructor in `src/llama-model-loader.cpp`.
4. If the model has a RoPE operation, add a case for the architecture in `llama_model_rope_type` function in `src/llama-model.cpp`.
+5. Check for other places that switch/iterate over every `llm_arch` value, e.g. `src/llama-model-saver.cpp` and any mandatory-hparam lists (such as which archs require MoE metadata). Grep for `LLM_ARCH_` usages to find them. Missing one of these is a common cause of CI test failures (e.g. `test-llama-archs`) after adding a new arch.
NOTE: The dimensions in `ggml` are typically in the reverse order of the `pytorch` dimensions.
@@ -130,9 +137,20 @@ Note:
- To debug the multimodal preprocessor and encoder, you can use [llama-mtmd-debug](tools/mtmd/debug/mtmd-debug.cpp).
- Adding a model-specific API or CLI is an anti-pattern in `libmtmd`. The goal of `libmtmd` is to provide an easy-to-use, model-agnostic library for multimodal pipeline.
- In most cases, `llama-mtmd-cli` should not be modified. If a model requires a specific prompt, either let the user provide it or bake it into the Jinja chat template.
+- For audio generation models, see `tools/mtmd/README-dev.md`
## Tips and tricks
+### Prefer conversion-time tensor modifications over graph-time ones
+
+If the model contains constant modifications of tensors in the graph (for example, `norm(1 + weight)`) or performs tensor permutations/chunking, perform the modifications during conversion rather than in the graph code. This keeps the inference graph simpler and avoids extra runtime ops.
+
+Examples:
+- Gemma 3 folds the `1 +` of its `norm(1 + weight)` normalization into the weights at conversion time, so the graph just does a plain RMS norm.
+- Qwen3-Next applies its tensor permutation during conversion (in `modify_tensors`), so the graph can consume the already-permuted weights directly.
+
+Exception: a plain `weight * scale` with a constant scale is usually better left to inference time rather than folded into the weight at conversion. The scale conceptually applies to the activation, not the weight, so folding it into the weight can hurt numerical stability, and it shifts the weight's value range in a way that can make quantization worse. In this case, write the scale to GGUF as its own metadata key (e.g. `%s.attention.output_scale`, `%s.attention.value_scale`, `%s.embedding_scale`) and apply it in the graph, instead of pre-multiplying the weight tensor during conversion.
+
### Working with ggml_rope_ext
PyTorch implementations usually prefer explicitly calculating `freq_cis`/`sin`/`cos` components. However, in llama.cpp, most RoPE operations can be handled via `ggml_rope_ext`, which does not require a sin/cos matrix. This saves memory while allowing the GGML RoPE kernel to be fused with other ops.
@@ -148,6 +166,19 @@ Examples:
- Some models require scaling the input position. For example, `[0, 1, 2, ...]` becomes `[0, 0.5, 1, ...]`. In this case, you can provide the scaling via `freq_scale = 0.5f`.
- Some models use learned RoPE frequencies instead of relying on `powf(freq_base, -2.0 * i / n_dims)`. In this case, you can provide the learned frequencies via the `rope_freqs` tensor (corresponding to the `c` argument in `ggml_rope_ext`), then set `freq_base = 1.0f`. An important note is that `rope_freqs` in GGML is the **inverse** (`theta = pos[i] / rope_freqs`), so you may need to invert `rope_freqs` during conversion.
+### Rotating only a part of the head
+
+Many models rotate only a part of each head and leave the rest untouched (often called the "nope" part). Do not build this with views plus `ggml_concat`, it's not efficient. Both layouts can be done with a single RoPE op:
+
+- `[rope|nope]`, rotated dims first: pass `n_dims` smaller than the head size to `ggml_rope_ext`. Dims from `n_dims` to the end are copied as-is.
+- `[nope|rope]`, rotated dims last: call `ggml_rope_set_offset(cur, n_offs)` on the result of the RoPE, where `n_offs` is the size of the leading untouched part. Dims outside `[n_offs, n_offs + n_dims)` are copied as-is.
+
+`n_offs` must be even, `n_offs + n_dims` must fit in the row, and vision RoPE is not supported. Note that the frequencies are computed relative to the rotated window.
+
+Example: DeepSeek-V4 uses `[nope|rope]` for its query, key and compressed KV tensors, so `src/models/deepseek4.cpp` ropes the whole tensor and then calls `ggml_rope_set_offset(cur, n_embd_head_nope)`.
+
+Exception: some models apply an extra op to the `nope` part, for example `deepseek32.cpp`, and may not use this optimization. While RoPE can be applied selectively to a part of the head, the extra op may not, so these models still need views plus `ggml_concat`.
+
## GGUF specification
https://github.com/ggml-org/ggml/blob/master/docs/gguf.md
diff --git a/docs/install.md b/docs/install.md
index 7200bf9b7b..b36b0be267 100644
--- a/docs/install.md
+++ b/docs/install.md
@@ -1,12 +1,40 @@
# Install pre-built version of llama.cpp
-| Install via | Windows | Mac | Linux |
-|-------------|---------|-----|-------|
+| Install via | Windows | Mac | Linux |
+|-------------|---------|------|-------|
+| conda-forge | ✅ | ✅ | ✅ |
| Winget | ✅ | | |
| Homebrew | | ✅ | ✅ |
| MacPorts | | ✅ | |
| Nix | | ✅ | ✅ |
+## conda-forge (Windows, Mac and Linux)
+
+conda-forge provides builds for:
+ - CUDA (Windows and Linux)
+ - Vulkan (Windows and Linux)
+ - Apple Metal (macOS)
+
+```sh
+conda install -c conda-forge llama.cpp
+```
+
+```sh
+mamba install -c conda-forge llama.cpp
+```
+
+```sh
+# Project-local installation
+pixi add llama.cpp
+
+# Global installation
+pixi global install llama.cpp
+```
+
+This distribution is managed on [`conda-forge/llama.cpp-feedstock`](https://github.com/conda-forge/llama.cpp-feedstock/).
+
+Shall you have any problems, please open an issue on [its issue tracker](https://github.com/conda-forge/llama.cpp-feedstock/issues).
+
## Winget (Windows)
```sh
diff --git a/docs/models.md b/docs/models.md
new file mode 100644
index 0000000000..eee5952634
--- /dev/null
+++ b/docs/models.md
@@ -0,0 +1,26 @@
+# Obtaining and quantizing models
+
+The [Hugging Face](https://huggingface.co) platform hosts [thousands of models](https://huggingface.co/models?library=gguf&sort=trending) compatible with `llama.cpp`:
+
+- [Trending](https://huggingface.co/models?library=gguf&sort=trending)
+
+You can use any `llama.cpp`-compatible model from [Hugging Face](https://huggingface.co/) using this CLI argument: `-hf <user>/<model>[:quant]`. For example:
+
+```sh
+llama cli -hf ggml-org/gemma-3-1b-it-GGUF
+```
+
+You can use the same CLI invocation to download from other sites, by pointing the `MODEL_ENDPOINT` environment variable to an endpoint compatible with the Hugging Face API.
+`llama.cpp` can also run models you have downloaded locally to your filesystem.
+
+After downloading a model, use the CLI tools to run it locally - see below.
+
+`llama.cpp` requires the model to be stored in the [GGUF](https://github.com/ggml-org/ggml/blob/master/docs/gguf.md) file format. Models in other data formats can be converted to GGUF using the `convert_*.py` Python scripts in this repo.
+To learn more about model quantization, [read this documentation](../tools/quantize/README.md)
+
+The Hugging Face platform provides a variety of online tools for converting, quantizing and hosting models with `llama.cpp`:
+
+- Use the [GGUF-my-repo space](https://huggingface.co/spaces/ggml-org/gguf-my-repo) to convert to GGUF format and quantize model weights to smaller sizes
+- Use the [GGUF-my-LoRA space](https://huggingface.co/spaces/ggml-org/gguf-my-lora) to convert LoRA adapters to GGUF format (more info: https://github.com/ggml-org/llama.cpp/discussions/10123)
+- Use the [GGUF-editor space](https://huggingface.co/spaces/CISCai/gguf-editor) to edit GGUF meta data in the browser (more info: https://github.com/ggml-org/llama.cpp/discussions/9268)
+- Use the [Inference Endpoints](https://ui.endpoints.huggingface.co/) to directly host `llama.cpp` in the cloud (more info: https://github.com/ggml-org/llama.cpp/discussions/9669)
diff --git a/docs/multimodal.md b/docs/multimodal.md
index 33d1df33c3..76065aac4d 100644
--- a/docs/multimodal.md
+++ b/docs/multimodal.md
@@ -1,10 +1,11 @@
# Multimodal
llama.cpp supports multimodal input via `libmtmd`. Currently, there are 2 tools support this feature:
-- [llama-mtmd-cli](../tools/mtmd/README.md)
+- [llama-cli](../tools/cli/README.md)
- [llama-server](../tools/server/README.md) via OpenAI-compatible `/chat/completions` API
+- [llama-mtmd-cli](../tools/mtmd/README.md), for testing and development
-Currently, we support **image** and **audio** input. Audio is highly experimental and may have reduced quality.
+Currently, we support **image**, **audio** and **video** input.
To enable it, you can use one of the 2 methods below:
diff --git a/docs/ops.md b/docs/ops.md
index 9ef5478de7..54a3602833 100644
--- a/docs/ops.md
+++ b/docs/ops.md
@@ -12,111 +12,116 @@ Legend:
- 🟡 Partially supported by this backend
- ❌ Not supported by this backend
-| Operation | BLAS | CANN | CPU | CUDA | MTL | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN |
-|-----------|------|------|------|------|------|------|------|------|------|------|------|
-| ABS | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ |
-| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| CEIL | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| CLAMP | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
-| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ |
-| CONV_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
-| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| CONV_3D | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| COS | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
-| CROSS_ENTROPY_LOSS | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-| CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-| CUMSUM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| DIAG | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
-| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
-| ELU | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| EXP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| EXPM1 | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ |
-| FILL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
-| FLOOR | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ |
-| GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
-| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
-| GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| L2_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ |
-| LOG | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 |
-| MUL_MAT_HADAMARD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
-| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ |
-| NEG | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| OUT_PROD | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | 🟡 |
-| PAD | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
-| POOL_1D | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-| POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| RELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| RMS_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| ROLL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| ROPE | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| ROUND | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| SET | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| SET_ROWS | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
-| SGN | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SILU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-| SIN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ |
-| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| SQR | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| SQRT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| STEP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| SUM | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
-| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
-| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| TANH | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
-| TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-| TRUNC | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
-| UPSCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
-| XIELU | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
+| Operation | BLAS | CANN | CPU | CUDA | ET | MTL | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN |
+|-----------|------|------|------|------|------|------|------|------|------|------|------|------|
+| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| ACC | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+| ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| ARANGE | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ARGMAX | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| ARGSORT | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| CEIL | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| COL2IM_1D | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CONCAT | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
+| CONT | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
+| CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
+| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| COS | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
+| CROSS_ENTROPY_LOSS | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| CUMSUM | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| DIAG | ❌ | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
+| DIV | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| DSV4_HC_COMB | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+| DSV4_HC_POST | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+| DSV4_HC_PRE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+| DUP | ❌ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| EXPM1 | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| FILL | ❌ | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
+| FLOOR | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | ✅ | 🟡 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ |
+| GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ |
+| GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| L2_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ |
+| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| LIGHTNING_INDEXER | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 |
+| MUL_MAT_HADAMARD | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | 🟡 | ❌ |
+| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | ❌ |
+| OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| OUT_PROD | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 |
+| PAD | ❌ | 🟡 | ✅ | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
+| PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+| POOL_1D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| POOL_2D | ❌ | 🟡 | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| REPEAT | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
+| REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| RMS_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ROPE | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| ROUND | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SET | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
+| SET_ROWS | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ |
+| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
+| SIN | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ |
+| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
+| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SQRT | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
+| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SUM | ❌ | 🟡 | ✅ | 🟡 | ❌ | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
+| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
+| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
+| TOP_K | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
+| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| TRUNC | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+| UPSCALE | ❌ | 🟡 | ✅ | ✅ | ❌ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+| XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
diff --git a/docs/ops/ET.csv b/docs/ops/ET.csv
new file mode 100644
index 0000000000..91774c58e8
--- /dev/null
+++ b/docs/ops/ET.csv
@@ -0,0 +1,16114 @@
+"backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name"
+"ET","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SILU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","SILU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","ET"
+"ET","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","ET"
+"ET","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","TANH","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","RELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","RELU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","SIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","GELU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SILU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","SILU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","ET"
+"ET","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","ET"
+"ET","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
+"ET","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","ET"
+"ET","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","ET"
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+"ET","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","0","no","ET"
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+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","0","no","ET"
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+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","ET"
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+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","0","no","ET"
+"ET","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","0","no","ET"
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+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","ET"
+"ET","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","0","no","ET"
+"ET","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","0","no","ET"
+"ET","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","0","no","ET"
+"ET","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
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+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","ET"
+"ET","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","ET"
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+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","SUB","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","MUL","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","DIV","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","0","no","ET"
+"ET","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
+"ET","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
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+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
+"ET","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","ET"
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+"ET","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","ET"
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+"ET","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","ET"
+"ET","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","ET"
+"ET","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","ET"
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diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv
index afb4fa7874..5aaaa73456 100644
--- a/docs/ops/SYCL.csv
+++ b/docs/ops/SYCL.csv
@@ -27,20 +27,20 @@
"SYCL0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
-"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL"
-"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL"
+"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
-"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL"
-"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL"
+"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
-"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL"
-"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL"
+"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
@@ -69,20 +69,20 @@
"SYCL0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
@@ -111,8 +111,8 @@
"SYCL0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
-"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","SYCL"
-"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","SYCL"
+"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
@@ -153,20 +153,32 @@
"SYCL0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
"SYCL0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
"SYCL0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
-"SYCL0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL"
+"SYCL0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=17,n_iter=20,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
"SYCL0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
"SYCL0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
"SYCL0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
@@ -338,6 +350,10 @@
"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
@@ -366,6 +382,10 @@
"SYCL0","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL0","GET_ROWS","type=tq2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=tq2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=tq2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=tq2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
@@ -407,6 +427,7 @@
"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
"SYCL0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=f32,n=1,m=70000,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
@@ -425,6 +446,8 @@
"SYCL0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
@@ -439,6 +462,8 @@
"SYCL0","GET_ROWS_BACK","type=q5_K,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=q6_K,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=q6_K,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=tq2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=tq2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=iq2_xxs,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=iq2_xxs,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=iq2_xs,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
@@ -459,333 +484,709 @@
"SYCL0","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
"SYCL0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
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-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=tq2_0,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=tq2_0,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","SYCL"
"SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
"SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
"SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
@@ -914,57 +1315,226 @@
"SYCL0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
"SYCL0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
"SYCL0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","SYCL"
-"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,384,1,1],ne_kernel=[3,384,384,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
@@ -974,6 +1544,7 @@
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
@@ -1050,6 +1621,8 @@
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,1,2],ne_kernel=[32,33,1,2],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,2,1],ne_kernel=[33,34,2,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
@@ -3101,1836 +3674,3412 @@
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
"SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,3,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,11,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","0","no","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","0","no","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","SYCL"
-"SYCL0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
@@ -5047,12 +7196,45 @@
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
"SYCL0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","SYCL"
-"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f32,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=f16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","COL2IM_1D","type=bf16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","SYCL"
+"SYCL0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","SYCL"
"SYCL0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","SYCL"
"SYCL0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","SYCL"
"SYCL0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","SYCL"
@@ -5067,15 +7249,19 @@
"SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=f16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
"SYCL0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","1","yes","SYCL"
"SYCL0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","1","yes","SYCL"
"SYCL0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","1","yes","SYCL"
@@ -5126,15 +7312,15 @@
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
@@ -5181,180 +7367,200 @@
"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=tq2_0,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5365,6 +7571,8 @@
"SYCL0","CPY","type_src=f16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=tq2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5377,34 +7585,36 @@
"SYCL0","CPY","type_src=f16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5415,6 +7625,8 @@
"SYCL0","CPY","type_src=bf16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=tq2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5427,8 +7639,8 @@
"SYCL0","CPY","type_src=bf16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=bf16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5437,8 +7649,8 @@
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5449,12 +7661,14 @@
"SYCL0","CPY","type_src=f32,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5465,6 +7679,8 @@
"SYCL0","CPY","type_src=f32,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=tq2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=tq2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5487,8 +7703,8 @@
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q4_1,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5501,8 +7717,10 @@
"SYCL0","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=q2_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5515,6 +7733,8 @@
"SYCL0","CPY","type_src=q5_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=tq2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
"SYCL0","CPY","type_src=iq2_xs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -5537,20 +7757,26 @@
"SYCL0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
-"SYCL0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q4_0,ne_src=[96,1,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q4_0,type_dst=f32,ne_src=[96,1,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
-"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","SYCL"
-"SYCL0","CPY","type_src=i32,type_dst=i32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","SYCL"
-"SYCL0","CPY","type_src=i32,type_dst=i32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=i32,type_dst=i32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=i32,type_dst=i32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2097121,1,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,524281,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
"SYCL0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5679,12 +7905,12 @@
"SYCL0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
"SYCL0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
"SYCL0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
-"SYCL0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","0","no","SYCL"
-"SYCL0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","0","no","SYCL"
-"SYCL0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","0","no","SYCL"
-"SYCL0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","0","no","SYCL"
-"SYCL0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","0","no","SYCL"
-"SYCL0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","0","no","SYCL"
+"SYCL0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL"
+"SYCL0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL"
+"SYCL0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
"SYCL0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
"SYCL0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
"SYCL0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
@@ -6050,76 +8276,156 @@
"SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","SYCL"
"SYCL0","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL"
"SYCL0","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000001","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000100","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
-"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","SYCL"
"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0","support","1","yes","SYCL"
-"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[33,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[33,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[132,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[132,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL0","NORM","type=f32,ne=[260,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL0","RMS_NORM","type=f32,ne=[260,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","SYCL"
"SYCL0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
"SYCL0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
@@ -6170,11 +8476,15 @@
"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
"SYCL0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=256,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=512,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=80,n_group=8,n_seq_tokens=300,n_seqs=2,xbc_overlap=0","support","1","yes","SYCL"
"SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
"SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
"SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
"SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","SYCL"
"SYCL0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
+"SYCL0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=4","support","1","yes","SYCL"
"SYCL0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
"SYCL0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
"SYCL0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","SYCL"
@@ -6185,8 +8495,12 @@
"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=512,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=32,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=1024,n=1,k=1024,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -6259,15 +8573,24 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -6331,6 +8654,15 @@
"SYCL0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -6412,6 +8744,16 @@
"SYCL0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=1,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=7,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=8,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=9,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=16,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=128,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=512,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6421,6 +8763,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6433,6 +8776,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6448,6 +8792,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6460,6 +8805,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6479,6 +8825,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6491,6 +8838,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6506,6 +8854,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6518,6 +8867,7 @@
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6537,6 +8887,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6549,6 +8900,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
@@ -6564,6 +8916,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6576,6 +8929,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
@@ -6595,6 +8949,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6607,6 +8962,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
@@ -6622,6 +8978,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6634,6 +8991,7 @@
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
@@ -6653,6 +9011,7 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6665,6 +9024,7 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6684,6 +9044,7 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6696,6 +9057,7 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6706,68 +9068,138 @@
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6777,6 +9209,7 @@
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6789,6 +9222,7 @@
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6808,6 +9242,7 @@
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6820,6 +9255,7 @@
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6839,6 +9275,7 @@
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6851,6 +9288,7 @@
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6870,6 +9308,7 @@
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6882,6 +9321,7 @@
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6901,6 +9341,7 @@
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6913,6 +9354,7 @@
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6932,6 +9374,7 @@
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6944,6 +9387,7 @@
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6963,6 +9407,7 @@
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6975,6 +9420,7 @@
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -6994,6 +9440,7 @@
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7006,6 +9453,7 @@
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -7025,6 +9473,7 @@
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7037,6 +9486,7 @@
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -7056,6 +9506,7 @@
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7068,6 +9519,7 @@
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -7087,6 +9539,7 @@
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7099,6 +9552,7 @@
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -7118,6 +9572,7 @@
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7130,6 +9585,7 @@
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
@@ -7157,12 +9613,15 @@
"SYCL0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7193,7 +9652,8 @@
"SYCL0","MUL_MAT","type_a=q5_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
-"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7201,6 +9661,7 @@
"SYCL0","MUL_MAT","type_a=q4_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q5_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=q6_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=tq2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT","type_a=iq2_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7598,11 +10059,43 @@
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=0,m=32,n=8192,k=64","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=50,n=200,k=64","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=16,n_used=16,b=0,m=50,n=200,k=64","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=32,n=1024,k=16","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=1,m=32,n=8192,k=64","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=16,n_used=16,b=1,m=32,n=1024,k=16","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=384","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
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"SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
@@ -7819,78 +10312,150 @@
"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
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+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
@@ -8331,8 +10896,10 @@
"SYCL0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
-"SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","0","no","SYCL"
-"SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","0","no","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
@@ -8341,6 +10908,8 @@
"SYCL0","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=tq2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=tq2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
@@ -8360,69 +10929,69 @@
"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
"SYCL0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
@@ -8743,67 +11312,67 @@
"SYCL0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
@@ -8871,6 +11440,134 @@
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
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+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
@@ -9640,9 +12337,12 @@
"SYCL0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
-"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[8,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[16,1],trans_b=0","support","1","yes","SYCL"
+"SYCL0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[32,1],trans_b=0","support","1","yes","SYCL"
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","SYCL"
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","SYCL"
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","SYCL"
@@ -9679,39 +12379,39 @@
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL"
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL"
"SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL"
-"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","SYCL"
-"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","SYCL"
-"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","0","no","SYCL"
-"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","SYCL"
+"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","SYCL"
+"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
"SYCL0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL"
-"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","0","no","SYCL"
+"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
-"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","SYCL"
-"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","LOG","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","SYCL"
-"SYCL0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","SYCL"
+"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","SQR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","SQRT","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","SIN","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","COS","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","SYCL"
"SYCL0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL"
"SYCL0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","SYCL"
-"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
+"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
"SYCL0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
-"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","ROUND","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","SYCL"
-"SYCL0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","0","no","SYCL"
+"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
"SYCL0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
"SYCL0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","SYCL"
"SYCL0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
@@ -10845,37 +13545,197 @@
"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
"SYCL0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
"SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","SYCL"
@@ -10902,18 +13762,18 @@
"SYCL0","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","0","no","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","SYCL"
@@ -10951,18 +13811,18 @@
"SYCL0","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","0","no","SYCL"
-"SYCL0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","0","no","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","yes","SYCL"
"SYCL0","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","SYCL"
@@ -11331,8 +14191,8 @@
"SYCL0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","1","yes","SYCL"
"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","1","yes","SYCL"
"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","1","yes","SYCL"
-"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","0","no","SYCL"
-"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","0","no","SYCL"
+"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","1","yes","SYCL"
+"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","1","yes","SYCL"
"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","1","yes","SYCL"
"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","SYCL"
"SYCL0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","SYCL"
@@ -11352,7 +14212,8 @@
"SYCL0","PAD","type=f32,ne_a=[100,100,1,1],pad_0=50,pad_1=50,circular=0","support","1","yes","SYCL"
"SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","SYCL"
"SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","SYCL"
-"SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","SYCL"
+"SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1,permute=0","support","1","yes","SYCL"
+"SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1,permute=1","support","1","yes","SYCL"
"SYCL0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","SYCL"
"SYCL0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","SYCL"
"SYCL0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","SYCL"
@@ -11372,10 +14233,10 @@
"SYCL0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","SYCL"
"SYCL0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","SYCL"
"SYCL0","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","SYCL"
-"SYCL0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","XIELU","type=f16,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","XIELU","type=f32,ne=[512,16,1,1]","support","0","no","SYCL"
-"SYCL0","XIELU","type=f16,ne=[512,16,1,1]","support","0","no","SYCL"
+"SYCL0","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","XIELU","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","XIELU","type=f32,ne=[512,16,1,1]","support","1","yes","SYCL"
+"SYCL0","XIELU","type=f16,ne=[512,16,1,1]","support","1","yes","SYCL"
"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","SYCL"
"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","SYCL"
"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","SYCL"
@@ -11423,6 +14284,42 @@
"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","SYCL"
"SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","0","no","SYCL"
"SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11649,7 +14546,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11658,7 +14555,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11667,7 +14564,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11676,7 +14573,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11687,8 +14584,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11705,8 +14602,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11723,8 +14620,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11741,8 +14638,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11757,7 +14654,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11766,7 +14663,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11775,7 +14672,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11784,7 +14681,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11795,8 +14692,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11813,8 +14710,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11831,8 +14728,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11849,8 +14746,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11865,7 +14762,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11874,7 +14771,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11883,7 +14780,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11892,7 +14789,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11903,8 +14800,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11921,8 +14818,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11939,8 +14836,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11957,8 +14854,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11973,7 +14870,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11982,7 +14879,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11991,7 +14888,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12000,7 +14897,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12011,8 +14908,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12029,8 +14926,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12047,8 +14944,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12065,8 +14962,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12081,7 +14978,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12090,7 +14987,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12099,7 +14996,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12108,7 +15005,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12117,7 +15014,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12126,7 +15023,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12135,7 +15032,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12144,7 +15041,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12153,7 +15050,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12162,7 +15059,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12171,7 +15068,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12180,7 +15077,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12189,7 +15086,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12198,7 +15095,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12207,7 +15104,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12216,7 +15113,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12225,7 +15122,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12234,7 +15131,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12243,7 +15140,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12252,7 +15149,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12261,7 +15158,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12270,7 +15167,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12279,7 +15176,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12288,7 +15185,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12297,7 +15194,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12306,7 +15203,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12315,7 +15212,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12324,7 +15221,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12333,7 +15230,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12342,7 +15239,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12351,7 +15248,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12360,7 +15257,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12369,7 +15266,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12378,7 +15275,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12387,7 +15284,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12396,7 +15293,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12407,8 +15304,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12425,8 +15322,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12443,8 +15340,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12461,8 +15358,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12477,7 +15374,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12486,7 +15383,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12495,7 +15392,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12504,7 +15401,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12515,8 +15412,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12533,8 +15430,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12551,8 +15448,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12569,8 +15466,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12585,7 +15482,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12594,7 +15491,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12603,7 +15500,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12612,7 +15509,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12623,8 +15520,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12641,8 +15538,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12659,8 +15556,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12677,8 +15574,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12693,7 +15590,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12702,7 +15599,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12711,7 +15608,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12720,7 +15617,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12731,8 +15628,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12749,8 +15646,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12767,8 +15664,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12785,8 +15682,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12801,7 +15698,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12810,7 +15707,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12819,7 +15716,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12828,7 +15725,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12837,7 +15734,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12846,7 +15743,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12855,7 +15752,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12864,7 +15761,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12873,7 +15770,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12882,7 +15779,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12891,7 +15788,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12900,7 +15797,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12909,7 +15806,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12918,7 +15815,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12927,7 +15824,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12936,7 +15833,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12945,7 +15842,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12954,7 +15851,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12963,7 +15860,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12972,7 +15869,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12981,7 +15878,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12990,7 +15887,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12999,7 +15896,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13008,7 +15905,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13017,7 +15914,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13026,7 +15923,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13035,7 +15932,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13044,7 +15941,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13053,7 +15950,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13062,7 +15959,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13071,7 +15968,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13080,7 +15977,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13089,7 +15986,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13098,7 +15995,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13107,7 +16004,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13116,7 +16013,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13125,7 +16022,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13134,7 +16031,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13143,7 +16040,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13152,7 +16049,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13161,7 +16058,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13170,7 +16067,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13179,7 +16076,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13188,7 +16085,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13197,7 +16094,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13206,7 +16103,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13215,7 +16112,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13224,7 +16121,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13233,7 +16130,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13242,7 +16139,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13251,7 +16148,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13260,7 +16157,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13269,7 +16166,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13278,7 +16175,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13287,7 +16184,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13296,7 +16193,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13305,7 +16202,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13314,7 +16211,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13323,7 +16220,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13332,7 +16229,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13341,7 +16238,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13350,7 +16247,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13359,7 +16256,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13368,7 +16265,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13377,7 +16274,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13386,7 +16283,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13395,7 +16292,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13404,7 +16301,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13413,7 +16310,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13422,7 +16319,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13431,7 +16328,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13440,7 +16337,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13449,7 +16346,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13458,7 +16355,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13467,7 +16364,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13476,7 +16373,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13485,7 +16382,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13494,7 +16391,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13503,7 +16400,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13512,7 +16409,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13521,7 +16418,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13530,7 +16427,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13539,7 +16436,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13548,7 +16445,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13557,7 +16454,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13566,7 +16463,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13575,7 +16472,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13584,7 +16481,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13593,7 +16490,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13602,7 +16499,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13611,7 +16508,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13620,7 +16517,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13629,7 +16526,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13638,7 +16535,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13647,7 +16544,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13656,7 +16553,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13665,7 +16562,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13674,7 +16571,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13683,7 +16580,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13692,7 +16589,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13703,8 +16600,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13721,8 +16618,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13739,8 +16636,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13757,8 +16654,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13773,7 +16670,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13782,7 +16679,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13791,7 +16688,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13800,7 +16697,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13811,8 +16708,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13829,8 +16726,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13847,8 +16744,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13865,8 +16762,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13881,7 +16778,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13890,7 +16787,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13899,7 +16796,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13908,7 +16805,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13917,7 +16814,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13926,7 +16823,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13935,7 +16832,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13944,7 +16841,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13953,7 +16850,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13962,7 +16859,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13971,7 +16868,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13980,7 +16877,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13989,7 +16886,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13998,7 +16895,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14007,7 +16904,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14016,7 +16913,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14025,7 +16922,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14034,7 +16931,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14043,7 +16940,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14052,7 +16949,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14063,8 +16960,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14081,8 +16978,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14099,8 +16996,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14117,8 +17014,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14133,7 +17030,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14142,7 +17039,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14151,7 +17048,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14160,7 +17057,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14171,8 +17068,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14189,8 +17086,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14207,8 +17104,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14225,8 +17122,8 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14241,7 +17138,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14250,7 +17147,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14259,7 +17156,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14268,7 +17165,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14277,7 +17174,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14286,7 +17183,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14295,7 +17192,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14304,7 +17201,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14313,7 +17210,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14322,7 +17219,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14331,7 +17228,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14340,7 +17237,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14349,7 +17246,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14358,7 +17255,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14367,7 +17264,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14376,7 +17273,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14385,7 +17282,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14394,7 +17291,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14403,7 +17300,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14412,7 +17309,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14421,7 +17318,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14430,7 +17327,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14439,7 +17336,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14448,7 +17345,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14457,7 +17354,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14466,7 +17363,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14475,7 +17372,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14484,7 +17381,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14493,7 +17390,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14502,7 +17399,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14511,7 +17408,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14520,7 +17417,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14529,7 +17426,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14538,7 +17435,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14547,7 +17444,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14556,7 +17453,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14565,7 +17462,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14574,7 +17471,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14583,7 +17480,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14592,7 +17489,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14601,7 +17498,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14610,7 +17507,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14619,7 +17516,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14628,7 +17525,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14637,7 +17534,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14646,7 +17543,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14655,7 +17552,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14664,7 +17561,7 @@
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -16515,16 +19412,25 @@
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=256,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","SYCL"
"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL"
-"SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL"
-"SYCL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","SYCL"
-"SYCL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","1","yes","SYCL"
+"SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","1","yes","SYCL"
+"SYCL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL"
"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL"
"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","SYCL"
@@ -16561,3 +19467,159 @@
"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=4","support","1","yes","SYCL"
"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","SYCL"
"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv
index e693154968..13e67eb797 100644
--- a/docs/ops/Vulkan.csv
+++ b/docs/ops/Vulkan.csv
@@ -27,8 +27,8 @@
"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
-"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan"
+"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
@@ -41,48 +41,48 @@
"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
-"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
+"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
@@ -111,8 +111,8 @@
"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
-"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan"
+"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
@@ -125,48 +125,58 @@
"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan"
"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan"
-"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
-"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan"
-"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan"
+"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
+"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=1,n_tokens=1","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=31,n_tokens=17","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=128,n_tokens=257","support","0","no","Vulkan"
"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan"
"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan"
"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan"
@@ -197,36 +207,36 @@
"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Vulkan"
"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","Vulkan"
"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan"
"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan"
"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan"
@@ -257,44 +267,44 @@
"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Vulkan"
"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Vulkan"
"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan"
-"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan"
+"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan"
"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","1","yes","Vulkan"
"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","1","yes","Vulkan"
"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","1","yes","Vulkan"
"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","1","yes","Vulkan"
-"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","0","no","Vulkan"
-"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","0","no","Vulkan"
-"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","0","no","Vulkan"
-"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","0","no","Vulkan"
+"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","Vulkan"
+"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=f32,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=f32,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","Vulkan"
@@ -334,10 +344,22 @@
"Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
@@ -398,9 +420,10 @@
"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=70000,r=4,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","1","yes","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=bf16,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
@@ -415,8 +438,14 @@
"Vulkan0","GET_ROWS_BACK","type=q5_1,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
@@ -447,309 +476,685 @@
"Vulkan0","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
"Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
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-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
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-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
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-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","Vulkan"
"Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","Vulkan"
"Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Vulkan"
"Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Vulkan"
@@ -878,57 +1283,226 @@
"Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Vulkan"
"Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Vulkan"
"Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,384,1,1],ne_kernel=[3,384,384,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
@@ -938,6 +1512,7 @@
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
@@ -1014,6 +1589,8 @@
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,1,2],ne_kernel=[32,33,1,2],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,2,1],ne_kernel=[33,34,2,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
"Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan"
@@ -3066,1835 +3643,3411 @@
"Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","Vulkan"
"Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,3,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,11,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,3,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Vulkan"
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Vulkan"
@@ -5011,9 +7164,45 @@
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
"Vulkan0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan"
-"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan"
+"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan"
"Vulkan0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","Vulkan"
"Vulkan0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","Vulkan"
"Vulkan0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Vulkan"
@@ -5029,14 +7218,16 @@
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Vulkan"
-"Vulkan0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","0","no","Vulkan"
+"Vulkan0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan"
+"Vulkan0","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan"
"Vulkan0","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
-"Vulkan0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","no","Vulkan"
+"Vulkan0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan"
+"Vulkan0","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","1","yes","Vulkan"
"Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","1","yes","Vulkan"
"Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","1","yes","Vulkan"
@@ -5069,415 +7260,568 @@
"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","Vulkan"
"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","Vulkan"
"Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
-"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=i32,type_dst=i32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=i32,type_dst=i32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2097121,1,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,524281,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,7,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,7,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,7,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
"Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan"
"Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan"
"Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan"
@@ -5514,429 +7858,461 @@
"Vulkan0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan"
"Vulkan0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan"
"Vulkan0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan"
-"Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
-"Vulkan0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan"
"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan"
"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan"
"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan"
"Vulkan0","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan"
"Vulkan0","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000100","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Vulkan"
"Vulkan0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan"
"Vulkan0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan"
@@ -5983,9 +8359,13 @@
"Vulkan0","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan"
"Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan"
"Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan"
-"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan"
-"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
-"Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","0","no","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=256,n_seqs=1,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=512,n_seqs=1,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=80,n_group=8,n_seq_tokens=300,n_seqs=2,xbc_overlap=0","support","1","yes","Vulkan"
"Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan"
"Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
"Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
@@ -5994,10 +8374,19 @@
"Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
"Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
"Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=512,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=32,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=1024,n=1,k=1024,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6070,6 +8459,24 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6079,6 +8486,15 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6205,6 +8621,16 @@
"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=1,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=7,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=8,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=9,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=16,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=128,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=512,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6214,6 +8640,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6226,6 +8653,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6241,6 +8669,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6253,6 +8682,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6272,6 +8702,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6284,6 +8715,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6299,6 +8731,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6311,6 +8744,7 @@
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6330,6 +8764,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6342,6 +8777,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6357,6 +8793,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6369,6 +8806,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6388,6 +8826,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6400,6 +8839,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6415,6 +8855,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6427,6 +8868,7 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6446,6 +8888,7 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6458,6 +8901,7 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6477,6 +8921,7 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6489,6 +8934,7 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6499,6 +8945,138 @@
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6508,6 +9086,7 @@
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6520,6 +9099,7 @@
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6539,6 +9119,7 @@
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6551,6 +9132,7 @@
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6570,6 +9152,7 @@
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6582,6 +9165,7 @@
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6601,6 +9185,7 @@
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6613,6 +9198,7 @@
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6632,6 +9218,7 @@
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6644,6 +9231,7 @@
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6663,6 +9251,7 @@
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6675,6 +9264,7 @@
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6694,6 +9284,7 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6706,6 +9297,7 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6725,6 +9317,7 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6737,6 +9330,7 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6747,6 +9341,72 @@
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6756,6 +9416,7 @@
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6768,6 +9429,7 @@
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6787,6 +9449,7 @@
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6799,6 +9462,7 @@
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6809,6 +9473,15 @@
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6817,6 +9490,10 @@
"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6841,10 +9518,6 @@
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
-"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
-"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=3,k=4,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
-"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
-"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,1,2,3],k_v=64,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=2048,k=8192,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6855,7 +9528,10 @@
"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -7263,6 +9939,33 @@
"Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=384","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
@@ -7479,6 +10182,150 @@
"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
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+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
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+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
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+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
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+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
@@ -7767,6 +10614,78 @@
"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
@@ -7847,6 +10766,10 @@
"Vulkan0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
@@ -7873,70 +10796,70 @@
"Vulkan0","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
"Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
"Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
@@ -8257,6 +11180,262 @@
"Vulkan0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
@@ -8769,6 +11948,134 @@
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"Vulkan0","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
@@ -8897,6 +12204,13 @@
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
"Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[8,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[16,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[32,1],trans_b=0","support","1","yes","Vulkan"
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","Vulkan"
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","Vulkan"
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","Vulkan"
@@ -8933,31 +12247,31 @@
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","Vulkan"
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","Vulkan"
"Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","Vulkan"
"Vulkan0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","0","no","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Vulkan"
"Vulkan0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
"Vulkan0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
"Vulkan0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
"Vulkan0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
"Vulkan0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
"Vulkan0","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","0","no","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","Vulkan"
"Vulkan0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
"Vulkan0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
"Vulkan0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
@@ -9316,6 +12630,11 @@
"Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
@@ -9370,126 +12689,281 @@
"Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
@@ -9544,6 +13018,11 @@
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
@@ -9598,126 +13077,281 @@
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan"
@@ -9779,37 +13413,197 @@
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan"
"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
"Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan"
@@ -9853,10 +13647,12 @@
"Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","Vulkan"
+"Vulkan0","ARGSORT","type=f32,ne=[1025,256,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","Vulkan"
+"Vulkan0","ARGSORT","type=f32,ne=[2048,512,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan"
@@ -9900,10 +13696,12 @@
"Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","1","yes","Vulkan"
+"Vulkan0","ARGSORT","type=f32,ne=[1025,256,1,1],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","Vulkan"
"Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","Vulkan"
+"Vulkan0","ARGSORT","type=f32,ne=[2048,512,1,1],order=1","support","1","yes","Vulkan"
"Vulkan0","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","1","yes","Vulkan"
"Vulkan0","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","1","yes","Vulkan"
"Vulkan0","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","1","yes","Vulkan"
@@ -10267,6 +14065,19 @@
"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","Vulkan"
"Vulkan0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","Vulkan"
"Vulkan0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1024,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1024,2,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1024,16,1,1],pad_0=0,pad_1=1,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1023,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1023,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1025,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[1025,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[2048,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[2048,4,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[2049,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=100,pad_1=0,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=0,pad_1=100,circular=0","support","1","yes","Vulkan"
+"Vulkan0","PAD","type=f32,ne_a=[100,100,1,1],pad_0=50,pad_1=50,circular=0","support","1","yes","Vulkan"
"Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","0","no","Vulkan"
"Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan"
"Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan"
@@ -10290,6 +14101,9 @@
"Vulkan0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","Vulkan"
"Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","XIELU","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","XIELU","type=f32,ne=[512,16,1,1]","support","1","yes","Vulkan"
+"Vulkan0","XIELU","type=f16,ne=[512,16,1,1]","support","1","yes","Vulkan"
"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Vulkan"
"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Vulkan"
"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Vulkan"
@@ -10337,3270 +14151,5294 @@
"Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","Vulkan"
"Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","1","yes","Vulkan"
"Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,2,1,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan"
-"Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan"
-"Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan"
-"Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan"
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+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
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+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
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+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
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+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
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+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=f16,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","1","yes","Vulkan"
+"Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","1","yes","Vulkan"
"Vulkan0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
"Vulkan0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","0","no","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=256,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=65,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=200,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=33,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=2,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=2","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=128,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
diff --git a/docs/ops/WebGPU.csv b/docs/ops/WebGPU.csv
index 95042e72d9..c19396c03e 100644
--- a/docs/ops/WebGPU.csv
+++ b/docs/ops/WebGPU.csv
@@ -167,6 +167,16 @@
"WebGPU: WebGPU","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_POST","n_embd=1,n_tokens=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_POST","n_embd=31,n_tokens=17","support","0","no","WebGPU"
+"WebGPU: WebGPU","DSV4_HC_POST","n_embd=128,n_tokens=257","support","0","no","WebGPU"
"WebGPU: WebGPU","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","WebGPU"
@@ -338,14 +348,18 @@
"WebGPU: WebGPU","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","WebGPU"
@@ -407,6 +421,7 @@
"WebGPU: WebGPU","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS_BACK","type=f32,n=1,m=70000,r=4,b=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
@@ -425,6 +440,8 @@
"WebGPU: WebGPU","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
@@ -459,333 +476,685 @@
"WebGPU: WebGPU","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
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+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","WebGPU"
"WebGPU: WebGPU","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","0","no","WebGPU"
"WebGPU: WebGPU","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","0","no","WebGPU"
"WebGPU: WebGPU","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","0","no","WebGPU"
@@ -965,6 +1334,7 @@
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,384,1,1],ne_kernel=[3,384,384,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
@@ -974,6 +1344,7 @@
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
@@ -1050,6 +1421,8 @@
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,1,2],ne_kernel=[32,33,1,2],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,2,1],ne_kernel=[33,34,2,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","0","no","WebGPU"
@@ -4669,10 +5042,16 @@
"WebGPU: WebGPU","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","WebGPU"
@@ -5047,6 +5426,39 @@
"WebGPU: WebGPU","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=16,OC=32,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=4,OC=3,T_in=7,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=1,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=6,OC=4,T_in=11,s0=3,p0=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=2,OC=3,T_in=9,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=5,OC=4,T_in=11,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=8,OC=4,T_in=13,s0=4,p0=2","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=4,OC=3,T_in=1,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=16,OC=1,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f32,K=8,OC=2,T_in=3,s0=2,p0=5","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=16,OC=32,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=4,OC=3,T_in=7,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=1,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=6,OC=4,T_in=11,s0=3,p0=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=2,OC=3,T_in=9,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=5,OC=4,T_in=11,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=8,OC=4,T_in=13,s0=4,p0=2","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=4,OC=3,T_in=1,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=16,OC=1,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=f16,K=8,OC=2,T_in=3,s0=2,p0=5","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=16,OC=32,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=4,OC=3,T_in=7,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=1,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=6,OC=4,T_in=11,s0=3,p0=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=2,OC=3,T_in=9,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=5,OC=4,T_in=11,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=8,OC=4,T_in=13,s0=4,p0=2","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=4,OC=3,T_in=1,s0=2,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=16,OC=1,T_in=197,s0=8,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=3,p0=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","COL2IM_1D","type=bf16,K=8,OC=2,T_in=3,s0=2,p0=5","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","WebGPU"
"WebGPU: WebGPU","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","0","no","WebGPU"
@@ -5069,6 +5481,7 @@
"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","0","no","WebGPU"
"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","WebGPU"
@@ -5076,6 +5489,7 @@
"WebGPU: WebGPU","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","WebGPU"
"WebGPU: WebGPU","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","0","no","WebGPU"
"WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","0","no","WebGPU"
"WebGPU: WebGPU","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","0","no","WebGPU"
@@ -5108,449 +5522,568 @@
"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q1_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q1_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q1_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=nvfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=nvfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q1_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=mxfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=nvfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q5_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=q6_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
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-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","WebGPU"
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-"WebGPU: WebGPU","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
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-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","WebGPU"
-"WebGPU: WebGPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","WebGPU"
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-"WebGPU: WebGPU","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","WebGPU"
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"WebGPU: WebGPU","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","WebGPU"
@@ -5952,76 +6485,96 @@
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"WebGPU: WebGPU","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","WebGPU"
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"WebGPU: WebGPU","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","0","no","WebGPU"
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"WebGPU: WebGPU","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","0","no","WebGPU"
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"WebGPU: WebGPU","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","WebGPU"
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"WebGPU: WebGPU","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","WebGPU"
@@ -6084,6 +6637,12 @@
"WebGPU: WebGPU","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","WebGPU"
"WebGPU: WebGPU","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","WebGPU"
"WebGPU: WebGPU","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","WebGPU"
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@@ -6165,6 +6724,15 @@
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"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
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@@ -6174,15 +6742,15 @@
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+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6309,6 +6877,9 @@
"WebGPU: WebGPU","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6318,6 +6889,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6330,6 +6902,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6345,6 +6918,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6357,6 +6931,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6376,6 +6951,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6388,6 +6964,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6403,6 +6980,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6415,6 +6993,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6434,6 +7013,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6446,6 +7026,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6461,6 +7042,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6473,6 +7055,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6492,6 +7075,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6504,6 +7088,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6519,6 +7104,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6531,6 +7117,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6550,6 +7137,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6562,6 +7150,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6581,6 +7170,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6593,6 +7183,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6612,6 +7203,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6624,6 +7216,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6643,6 +7236,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6655,6 +7249,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6665,6 +7260,72 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
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@@ -6674,6 +7335,7 @@
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@@ -6686,6 +7348,7 @@
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@@ -6705,6 +7368,7 @@
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@@ -6717,6 +7381,7 @@
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@@ -6736,6 +7401,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6748,6 +7414,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6767,6 +7434,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6779,6 +7447,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6798,6 +7467,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6810,6 +7480,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6829,6 +7500,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6841,6 +7513,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6860,6 +7533,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6872,6 +7546,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6891,6 +7566,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6903,6 +7579,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6913,37 +7590,39 @@
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
-"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6953,6 +7632,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -6965,6 +7645,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -6984,6 +7665,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
@@ -6996,6 +7678,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","WebGPU"
@@ -7015,6 +7698,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
+"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
@@ -7027,6 +7711,7 @@
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
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"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","WebGPU"
@@ -7037,6 +7722,15 @@
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"WebGPU: WebGPU","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","0","no","WebGPU"
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"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
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@@ -7082,8 +7776,9 @@
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"WebGPU: WebGPU","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
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"WebGPU: WebGPU","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
"WebGPU: WebGPU","MUL_MAT","type_a=q3_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","WebGPU"
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@@ -7491,6 +8186,33 @@
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@@ -7779,6 +8501,78 @@
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@@ -8067,78 +8861,78 @@
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@@ -9527,6 +10449,13 @@
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@@ -9946,6 +10875,11 @@
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"WebGPU: WebGPU","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","WebGPU"
"WebGPU: WebGPU","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","WebGPU"
@@ -10000,126 +10934,281 @@
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@@ -10174,6 +11263,11 @@
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@@ -10228,126 +11322,281 @@
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"WebGPU: WebGPU","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","WebGPU"
@@ -10901,6 +12310,19 @@
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@@ -14998,6 +16420,22 @@
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15014,6 +16452,14 @@
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"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15038,6 +16484,22 @@
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15054,6 +16516,14 @@
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"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15070,6 +16540,14 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15086,6 +16564,14 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15110,6 +16596,22 @@
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"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15126,6 +16628,14 @@
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"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15150,6 +16660,22 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15166,6 +16692,14 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15182,6 +16716,14 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15198,6 +16740,14 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
@@ -15934,10 +17484,11 @@
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
-"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","WebGPU"
-"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=f16,permute=[0,1,2,3]","support","0","no","WebGPU"
-"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q8_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=f16,permute=[0,1,2,3]","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f32,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=256,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","WebGPU"
"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","WebGPU"
@@ -15948,21 +17499,147 @@
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+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","WebGPU"
+"WebGPU: WebGPU","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","WebGPU"
diff --git a/docs/preset.md b/docs/preset.md
index d49fb0a1ae..3d85467e87 100644
--- a/docs/preset.md
+++ b/docs/preset.md
@@ -4,59 +4,57 @@
The INI preset feature, introduced in [PR#17859](https://github.com/ggml-org/llama.cpp/pull/17859), allows users to create reusable and shareable parameter configurations for llama.cpp.
-### Using Presets with the Server
+## Using Presets with the Server
When running multiple models on the server (router mode), INI preset files can be used to configure model-specific parameters. Please refer to the [server documentation](../tools/server/README.md) for more details.
-### Using a Remote Preset
+### Using a Hugging Face Preset
-> [!NOTE]
+> [!IMPORTANT]
>
-> This feature is currently only supported via the `-hf` option.
+> Please only use presets that you can trust! Unknown presets may be unsafe
-For GGUF models hosted on Hugging Face, you can include a `preset.ini` file in the root directory of the repository to define specific configurations for that model.
+You can push your preset to Hugging Face Hub and share with other users by:
+1. Creating an empty model repository on Hugging Face
+2. Creating a `preset.ini` file in the root directory of the repository
-Example:
+Example of a `preset.ini`:
```ini
-hf-repo-draft = username/my-draft-model-GGUF
-temp = 0.5
-top-k = 20
-top-p = 0.95
+[*]
+ctx-size = 0
+mmap = 1
+kv-unified = 1
+parallel = 4
+spec-default = 1
+
+[Qwen3.5-4B]
+hf = unsloth/Qwen3.5-4B-GGUF:Q4_K_M
+ctx-size = 262144
+batch-size = 2048
+ubatch-size = 2048
+top-p = 1.0
+top-k = 0
+min-p = 0.01
+temp = 1.0
+
+[gpt-oss-120b-hf]
+hf = ggml-org/gpt-oss-120b-GGUF
+ctx-size = 262144
+batch-size = 2048
+ubatch-size = 2048
+top-p = 1.0
+top-k = 0
+min-p = 0.01
+temp = 1.0
+chat-template-kwargs = {"reasoning_effort": "high"}
```
-For security reasons, only certain options are allowed. Please refer to [preset.cpp](../common/preset.cpp) for the complete list of permitted options.
-
-Example usage:
-
-Assuming your repository `username/my-model-with-preset` contains a `preset.ini` with the configuration above:
-
-```sh
-llama-cli -hf username/my-model-with-preset
-
-# This is equivalent to:
-llama-cli -hf username/my-model-with-preset \
- --hf-repo-draft username/my-draft-model-GGUF \
- --temp 0.5 \
- --top-k 20 \
- --top-p 0.95
-```
-
-You can also override preset arguments by specifying them on the command line:
+The preset will be loaded similarly to the `--models-preset` option. Therefore, you can also override certain params via CLI arguments:
```sh
# Force temp = 0.1, overriding the preset value
-llama-cli -hf username/my-model-with-preset --temp 0.1
-```
-
-If you want to define multiple preset configurations for one or more GGUF models, you can create a blank HF repo for each preset. Each HF repo should contain a `preset.ini` file that references the actual model(s):
-
-```ini
-hf-repo = user/my-model-main
-hf-repo-draft = user/my-model-draft
-temp = 0.8
-ctx-size = 1024
-; (and other configurations)
+llama-cli -hf username/my-preset --temp 0.1
```
### Named presets
@@ -95,3 +93,18 @@ llama-server -hf user/repo:gpt-oss-120b-hf
```
Please make sure to provide the correct `hf-repo` for each child preset. Otherwise, you may get error: `The specified tag is not a valid quantization scheme.`
+
+## System-level config
+
+The system-level config, added in PR [#26118](https://github.com/ggml-org/llama.cpp/pull/26118), allows sharing the same set of options among multiple tools and examples. Unlike the sections above, it is not limited to the server.
+
+These files are loaded on startup if present. A later file overrides an earlier one:
+1. System-wide: `/etc/llama.cpp/config.ini` (or `%PROGRAMDATA%\llama.cpp\config.ini` on Windows)
+2. User-level: `$XDG_CONFIG_HOME/llama.cpp/config.ini`, `~/.config/llama.cpp/config.ini` by default (or `%APPDATA%\llama.cpp\config.ini` on Windows)
+
+The config file is applied first, then its options are overridden by ENV variables, CLI arguments and model presets (in router mode).
+
+Note:
+- Only the `[*]` and default sections are used; options written before any section header belong to "default. Named sections are ignored
+- Tool-specific options can be specified, but will be ignored (with a warning) if the example doesn't support it<br/>Example: if you specify `port = 1234`, only `llama-server` will use it, other examples will ignore it
+- `model` or `hf-repo` are not recommended to be configured system-level, because it may introduce conflicts<br/>Example: a `hf-repo` in the config file still takes effect when you pass `-m` on the command line, so you may load a different model than expected
diff --git a/docs/release.md b/docs/release.md
new file mode 100644
index 0000000000..e0c9c486b7
--- /dev/null
+++ b/docs/release.md
@@ -0,0 +1,55 @@
+# Release process
+
+llama.cpp uses [semantic versioning](https://semver.org) (`MAJOR.MINOR.PATCH`).
+
+## Version bump guidelines
+
+| Change type | Version component |
+|---|---|
+| Breaking change to the public C API (`include/llama.h`) | `MAJOR` |
+| Backward-compatible features, model support, or API addition | `MINOR` |
+| Bug fix with no API change | `PATCH` |
+
+The version is set in the three variables at the top of the root `CMakeLists.txt`:
+
+```cmake
+set(LLAMA_VERSION_MAJOR 0)
+set(LLAMA_VERSION_MINOR 1)
+set(LLAMA_VERSION_PATCH 0)
+```
+
+_A version bump should be included in the PR that introduces the change, or in a
+dedicated bump commit merged before the release is cut._
+
+_TODO: add PR labels (`semver: patch`, `semver: minor`, `semver: major`) to help
+identify which PRs require a version bump before cutting a release._
+
+## Making a release
+
+Releases are created by running the [make-release](.github/workflows/make-release.yml)
+which is a manual workflow.
+
+The workflow runs against the branch selected in the "Run workflow" dialog
+(default `master`) and takes an optional `commit` SHA. When a commit is given,
+the workflow validates that the commit belongs to the branch and is not older
+than 3 days from the branch HEAD, then releases that commit instead of the
+branch HEAD.
+
+The workflow creates an annotated git tag (e.g. `v0.1.0`) and pushes it to the
+remote. No GitHub Release object is created, the tag is the release artifact.
+
+## Building a release
+
+By default, `LLAMA_BUILD_IS_DEV=ON` which appends a `-dev` suffix to `LLAMA_VERSION`,
+marking the build as a nightly/development build. Distributors building from a
+release tag must pass `-DLLAMA_BUILD_IS_DEV=OFF` to produce a clean version string
+(e.g. `0.1.0` instead of `0.1.0-dev`).
+
+## How releases reach users
+Currently releases are not published to github releases, only nightly/development
+builds are available there. The way users can access releases are using the following
+channels:
+
+- **llama-install.sh** — downloads pre-built binaries built from the release tag.
+- **Package managers** — consume the git tag directly.
+- **Build from source** — users clone the repo and check out the tag.
diff --git a/docs/speculative.md b/docs/speculative.md
index 43d1818589..0f9f8a3d97 100644
--- a/docs/speculative.md
+++ b/docs/speculative.md
@@ -13,6 +13,107 @@ The `llama-server` application supports several implementations of speculative d
A much smaller model (called the _draft model_) generates drafts.
A draft model is the most used approach in speculative decoding.
+### EAGLE-3 (`draft-eagle3`)
+
+EAGLE-3 uses a small draft model that reads the target model's hidden states to predict the next tokens, so it
+reaches higher acceptance than a standalone draft model of the same size. The draft is a one-layer transformer
+trained for a specific target model; it shares the target model's tokenizer and, optionally, uses a reduced draft
+vocabulary with its own `lm_head`, which is mapped back using a `d2t` table.
+
+Convert the EAGLE-3 checkpoint with `--target-model-dir` so it inherits the target's tokenizer and the layer
+indices to read. Both the SpecForge `LlamaForCausalLMEagle3` and the vLLM/AngelSlim `Eagle3LlamaForCausalLM`
+checkpoint formats are supported (for example [`AngelSlim/Qwen3-4B_eagle3`](https://huggingface.co/AngelSlim/Qwen3-4B_eagle3)
+for `Qwen/Qwen3-4B`):
+
+```bash
+python convert_hf_to_gguf.py AngelSlim/Qwen3-4B_eagle3 \
+ --target-model-dir Qwen/Qwen3-4B --outtype bf16 --outfile Qwen3-4B-eagle3.gguf
+
+llama-server -m Qwen3-4B.gguf -md Qwen3-4B-eagle3.gguf --spec-type draft-eagle3
+```
+
+Supported EAGLE-3 draft models include:
+
+- [yuhuili/EAGLE3-LLaMA3.1-Instruct-8B](https://huggingface.co/yuhuili/EAGLE3-LLaMA3.1-Instruct-8B)
+- [yuhuili/EAGLE3-LLaMA3.3-Instruct-70B](https://huggingface.co/yuhuili/EAGLE3-LLaMA3.3-Instruct-70B)
+- [RedHatAI/gemma-4-31B-it-speculator.eagle3](https://huggingface.co/RedHatAI/gemma-4-31B-it-speculator.eagle3)
+- [RedHatAI/gemma-4-26B-A4B-it-speculator.eagle3](https://huggingface.co/RedHatAI/gemma-4-26B-A4B-it-speculator.eagle3)
+- [Tengyunw/qwen3_8b_eagle3](https://huggingface.co/Tengyunw/qwen3_8b_eagle3)
+- [Tengyunw/qwen3_30b_moe_eagle3](https://huggingface.co/Tengyunw/qwen3_30b_moe_eagle3)
+- [AngelSlim/Qwen3-1.7B_eagle3](https://huggingface.co/AngelSlim/Qwen3-1.7B_eagle3)
+- [AngelSlim/Qwen3-4B_eagle3](https://huggingface.co/AngelSlim/Qwen3-4B_eagle3)
+- [AngelSlim/Qwen3-8B_eagle3](https://huggingface.co/AngelSlim/Qwen3-8B_eagle3)
+- [AngelSlim/Qwen3-14B_eagle3](https://huggingface.co/AngelSlim/Qwen3-14B_eagle3)
+- [AngelSlim/Qwen3-32B_eagle3](https://huggingface.co/AngelSlim/Qwen3-32B_eagle3)
+- [AngelSlim/Qwen3-a3B_eagle3](https://huggingface.co/AngelSlim/Qwen3-a3B_eagle3)
+- [RedHatAI/gpt-oss-20b-speculator.eagle3](https://huggingface.co/RedHatAI/gpt-oss-20b-speculator.eagle3)
+- [lmsys/EAGLE3-gpt-oss-120b-bf16](https://huggingface.co/lmsys/EAGLE3-gpt-oss-120b-bf16)
+- [nvidia/gpt-oss-120b-Eagle3-long-context](https://huggingface.co/nvidia/gpt-oss-120b-Eagle3-long-context)
+
+For the full and up-to-date list of supported models, see #18039.
+
+### DFlash (`draft-dflash`)
+
+DFlash produces an entire block of draft tokens in a single forward pass (block diffusion) and
+injects the target model's hidden states into the draft model's attention, instead of drafting one
+token at a time. This keeps the draft model small while making drafting GPU-friendly. Unlike EAGLE-3
+(a single-layer autoregressive draft), the DFlash draft uses several transformer layers but emits a
+whole block per draft step.
+
+The draft is a small block-diffusion model trained for a specific target (for example
+`z-lab/Qwen3-4B-DFlash` for `Qwen/Qwen3-4B`). Convert it with `--target-model-dir` so it inherits the
+target's tokenizer and token embeddings:
+
+```bash
+python convert_hf_to_gguf.py z-lab/Qwen3-4B-DFlash \
+ --target-model-dir Qwen/Qwen3-4B --outtype bf16 --outfile Qwen3-4B-DFlash.gguf
+
+llama-server -m Qwen3-4B.gguf -md Qwen3-4B-DFlash.gguf \
+ --spec-type draft-dflash --spec-draft-n-max 15 -fa on --jinja
+```
+
+`--spec-draft-n-max` is clamped to the draft model's trained block size.
+
+See:
+
+- #22105
+
+### DSpark (`draft-dspark`)
+
+DSpark extends DFlash with a semi-autoregressive _Markov head_: the draft still emits a whole
+block per forward pass, but each block position's logits are biased by a low-rank term keyed on
+the previous token, chained in-graph across the block. This keeps drafting at one decode per
+block while recovering some of the left-to-right signal that pure block diffusion loses.
+
+The draft is a small DeepSpec checkpoint trained for a specific target (for example
+[`deepseek-ai/dspark_qwen3_4b_block7`](https://huggingface.co/deepseek-ai/dspark_qwen3_4b_block7)
+for `Qwen/Qwen3-4B`). Convert it with `--target-model-dir` so it inherits the target's tokenizer
+and token embeddings:
+
+```bash
+python convert_hf_to_gguf.py deepseek-ai/dspark_qwen3_4b_block7 \
+ --target-model-dir Qwen/Qwen3-4B --outtype bf16 --outfile Qwen3-4B-DSpark.gguf
+
+llama-server -m Qwen3-4B.gguf -md Qwen3-4B-DSpark.gguf \
+ --spec-type draft-dspark --spec-draft-n-max 7 -fa on --jinja
+```
+
+`--spec-draft-n-max` is clamped to the draft model's trained block size.
+
+`--spec-draft-conf-min P` truncates each drafted block at the first position whose predicted
+acceptance (from the draft's confidence head, if present) falls below `P` (default 0 = disabled).
+
+Currently only drafts with a Qwen3 backbone are supported; support for other backbones
+(e.g. Gemma4) is planned.
+
+DSpark drafts exported in the [speculators](https://github.com/vllm-project/speculators) format
+(for example [`RedHatAI/gemma-4-31B-it-speculator.dspark`](https://huggingface.co/RedHatAI/gemma-4-31B-it-speculator.dspark))
+convert the same way.
+
+See:
+
+- #25173
+
### n-gram Cache (`ngram-cache`)
An n-gram is a sequence of n tokens. The n-gram cache implementation maintains statistics about short n-gram sequences.
@@ -105,10 +206,16 @@ Example Video:
If a draft model is combined with a draftless decoding the draftless decoding has higher precedence.
+### Backend Sampling
+
+Use `--backend-sampling` to run supported target-model samplers on the model backend. Draft-model sampling uses the backend by default and can be controlled with `--spec-draft-backend-sampling` and `--no-spec-draft-backend-sampling`.
+
+Unsupported samplers and device layouts fall back to CPU sampling. Tensor split mode does not support backend sampling. A fixed seed produces repeatable random draws, but stochastic CPU and backend sampling can still select different tokens because floating-point operations can differ between implementations and devices. Use greedy sampling when exact output matching is required.
+
### General Speculative Parameters
```
---spec-type [none|draft-simple|draft-mtp|ngram-cache|ngram-simple|ngram-map-k|ngram-map-k4v|ngram-mod]
+--spec-type [none|draft-simple|draft-eagle3|draft-dflash|draft-dspark|draft-mtp|ngram-cache|ngram-simple|ngram-map-k|ngram-map-k4v|ngram-mod]
comma-separated list of types of speculative decoding to use
(default: none)
(env: LLAMA_ARG_SPEC_TYPE)
@@ -247,6 +354,9 @@ Specifies a comma-separated list of speculative decoding types to use.
|------|-------------|
| `none` | No speculative decoding (default) |
| `draft-simple` | Use a simple draft model for speculation |
+| `draft-eagle3` | Use an EAGLE-3 draft model that reads the target's hidden states |
+| `draft-dflash` | Use a DFlash block-diffusion draft model that emits a block per step |
+| `draft-dspark` | Use a DSpark draft model (DFlash backbone + semi-autoregressive Markov head) |
| `draft-mtp` | Use Multi Token Prediction (MTP) heads from the main model |
| `ngram-cache` | Use n-gram cache lookup |
| `ngram-simple` | Use simple n-gram pattern matching |
diff --git a/docs/xcframework.md b/docs/xcframework.md
new file mode 100644
index 0000000000..83c8b50044
--- /dev/null
+++ b/docs/xcframework.md
@@ -0,0 +1,31 @@
+# XCFramework
+
+The XCFramework is a precompiled version of the library for iOS, visionOS, tvOS,
+and macOS. It can be used in Swift projects without the need to compile the
+library from source. For example:
+
+```swift
+// swift-tools-version: 5.10
+// The swift-tools-version declares the minimum version of Swift required to build this package.
+
+import PackageDescription
+
+let package = Package(
+ name: "MyLlamaPackage",
+ targets: [
+ .executableTarget(
+ name: "MyLlamaPackage",
+ dependencies: [
+ "LlamaFramework"
+ ]),
+ .binaryTarget(
+ name: "LlamaFramework",
+ url: "https://github.com/ggml-org/llama.cpp/releases/download/b5046/llama-b5046-xcframework.zip",
+ checksum: "c19be78b5f00d8d29a25da41042cb7afa094cbf6280a225abe614b03b20029ab"
+ )
+ ]
+)
+```
+
+The above example is using an intermediate build `b5046` of the library. This can be modified
+to use a different version by changing the URL and checksum.
diff --git a/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp b/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp
index 702bc74bee..3513c9d10e 100644
--- a/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp
+++ b/examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp
@@ -549,20 +549,34 @@ static void load_vocab(const char * filename, const Config * config, struct my_l
const int token_idx = gguf_find_key(ctx, KV_TOKENIZER_LIST);
GGML_ASSERT(token_idx >= 0);
-
- const int score_idx = gguf_find_key(ctx, KV_TOKENIZER_SCORES);
- GGML_ASSERT(score_idx >= 0);
- const float * scores = (const float * ) gguf_get_arr_data(ctx, score_idx);
-
- const int toktype_idx = gguf_find_key(ctx, KV_TOKENIZER_TOKEN_TYPE);
- GGML_ASSERT(toktype_idx >= 0);
- const int * toktypes = (const int * ) gguf_get_arr_data(ctx, toktype_idx);
+ if (gguf_get_kv_type(ctx, token_idx) != GGUF_TYPE_ARRAY ||
+ gguf_get_arr_type(ctx, token_idx) != GGUF_TYPE_STRING) {
+ die_fmt("invalid gguf type for %s", KV_TOKENIZER_LIST);
+ }
const uint32_t n_vocab = gguf_get_arr_n(ctx, token_idx);
if (n_vocab != static_cast<uint32_t>(config->vocab_size)) {
die_fmt("vocab size mismatch: (gguf) %u != (llama2c) %d", n_vocab, config->vocab_size);
}
+ const int score_idx = gguf_find_key(ctx, KV_TOKENIZER_SCORES);
+ GGML_ASSERT(score_idx >= 0);
+ if (gguf_get_kv_type(ctx, score_idx) != GGUF_TYPE_ARRAY ||
+ gguf_get_arr_type(ctx, score_idx) != GGUF_TYPE_FLOAT32 ||
+ gguf_get_arr_n(ctx, score_idx) < n_vocab) {
+ die_fmt("invalid gguf type or size for %s", KV_TOKENIZER_SCORES);
+ }
+ const float * scores = (const float * ) gguf_get_arr_data(ctx, score_idx);
+
+ const int toktype_idx = gguf_find_key(ctx, KV_TOKENIZER_TOKEN_TYPE);
+ GGML_ASSERT(toktype_idx >= 0);
+ if (gguf_get_kv_type(ctx, toktype_idx) != GGUF_TYPE_ARRAY ||
+ gguf_get_arr_type(ctx, toktype_idx) != GGUF_TYPE_INT32 ||
+ gguf_get_arr_n(ctx, toktype_idx) < n_vocab) {
+ die_fmt("invalid gguf type or size for %s", KV_TOKENIZER_TOKEN_TYPE);
+ }
+ const int * toktypes = (const int * ) gguf_get_arr_data(ctx, toktype_idx);
+
vocab->id_to_token.resize(n_vocab);
for (uint32_t i = 0; i < n_vocab; i++) {
diff --git a/examples/diffusion/diffusion-cli.cpp b/examples/diffusion/diffusion-cli.cpp
index 86ebbf88c9..d58d22eff5 100644
--- a/examples/diffusion/diffusion-cli.cpp
+++ b/examples/diffusion/diffusion-cli.cpp
@@ -117,9 +117,7 @@ int main(int argc, char ** argv) {
llama_model_params model_params = llama_model_default_params();
model_params.n_gpu_layers = params.n_gpu_layers;
model_params.devices = params.devices.data();
- model_params.use_mmap = params.use_mmap;
- model_params.use_direct_io = params.use_direct_io;
- model_params.use_mlock = params.use_mlock;
+ model_params.load_mode = params.load_mode;
model_params.check_tensors = params.check_tensors;
llama_model * model = llama_model_load_from_file(params.model.path.c_str(), model_params);
diff --git a/examples/gen-docs/gen-docs.cpp b/examples/gen-docs/gen-docs.cpp
index baf61bf27b..114416719c 100644
--- a/examples/gen-docs/gen-docs.cpp
+++ b/examples/gen-docs/gen-docs.cpp
@@ -70,6 +70,8 @@ static void write_table(std::ostringstream & ss, std::vector<common_arg *> & opt
static void write_help(std::ostringstream & ss, const md_file & md) {
common_params params;
+ params.is_gen_docs = true;
+
auto ctx_arg = common_params_parser_init(params, md.ex);
std::vector<common_arg *> common_options;
diff --git a/examples/gguf-hash/CMakeLists.txt b/examples/gguf-hash/CMakeLists.txt
index 15c5c68c6f..f0fb8232a6 100644
--- a/examples/gguf-hash/CMakeLists.txt
+++ b/examples/gguf-hash/CMakeLists.txt
@@ -2,21 +2,5 @@ set(TARGET llama-gguf-hash)
add_executable(${TARGET} gguf-hash.cpp)
install(TARGETS ${TARGET} RUNTIME)
-# clibs dependencies
-include_directories(deps/)
-
-add_library(xxhash OBJECT deps/xxhash/xxhash.c deps/xxhash/xxhash.h)
-target_link_libraries(${TARGET} PRIVATE xxhash)
-
-add_library(sha1 OBJECT deps/sha1/sha1.c deps/sha1/sha1.h)
-target_link_libraries(${TARGET} PRIVATE sha1)
-if (NOT MSVC)
- # disable warnings in 3rd party code
- target_compile_options(sha1 PRIVATE -w)
-endif()
-
-add_library(sha256 OBJECT deps/sha256/sha256.c deps/sha256/sha256.h)
-target_link_libraries(${TARGET} PRIVATE sha256)
-
-target_link_libraries(${TARGET} PRIVATE ggml ${CMAKE_THREAD_LIBS_INIT})
+target_link_libraries(${TARGET} PRIVATE vendor::hash ggml ${CMAKE_THREAD_LIBS_INIT})
target_compile_features(${TARGET} PRIVATE cxx_std_17)
diff --git a/examples/gguf-hash/deps/rotate-bits/package.json b/examples/gguf-hash/deps/rotate-bits/package.json
deleted file mode 100644
index 74c0bef68d..0000000000
--- a/examples/gguf-hash/deps/rotate-bits/package.json
+++ /dev/null
@@ -1,13 +0,0 @@
-{
- "name": "rotate-bits",
- "version": "0.1.1",
- "repo": "jb55/rotate-bits.h",
- "description": "rotate bits",
- "keywords": ["rotl", "rotr"],
- "src": ["rotate-bits.h"],
- "license": "Public Domain",
- "development": {
- "thlorenz/tap.c": "*"
- }
-}
-
diff --git a/examples/gguf-hash/deps/sha1/package.json b/examples/gguf-hash/deps/sha1/package.json
deleted file mode 100644
index 6a5843dd1e..0000000000
--- a/examples/gguf-hash/deps/sha1/package.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
- "name": "sha1",
- "version": "0.0.1",
- "repo": "clibs/sha1",
- "description": "sha1 hash algorithm",
- "keywords": ["sha1", "hash"],
- "license": "public domain",
- "src": ["sha1.c", "sha1.h"]
-}
diff --git a/examples/gguf-hash/deps/sha256/package.json b/examples/gguf-hash/deps/sha256/package.json
deleted file mode 100644
index b92a041273..0000000000
--- a/examples/gguf-hash/deps/sha256/package.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
- "name": "sha256",
- "version": "0.0.2",
- "repo": "jb55/sha256.c",
- "description": "sha256 in c",
- "keywords": ["sha256", "sha2"],
- "src": ["sha256.c", "sha256.h"],
- "dependencies": {
- "jb55/rotate-bits.h": "0.1.1"
- },
- "development": {
- "thlorenz/tap.c": "*"
- }
-}
-
diff --git a/examples/gguf-hash/deps/xxhash/clib.json b/examples/gguf-hash/deps/xxhash/clib.json
deleted file mode 100644
index 242343c5d9..0000000000
--- a/examples/gguf-hash/deps/xxhash/clib.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
- "name": "xxhash",
- "version": "0.8.2",
- "repo": "Cyan4973/xxhash",
- "description": "Extremely fast non-cryptographic hash algorithm",
- "keywords": ["xxhash", "hashing"],
- "license": "BSD-2-Clause",
- "src": [
- "xxhash.c",
- "xxhash.h"
- ]
-}
diff --git a/examples/gguf-hash/gguf-hash.cpp b/examples/gguf-hash/gguf-hash.cpp
index 331de301ff..317a5e342a 100644
--- a/examples/gguf-hash/gguf-hash.cpp
+++ b/examples/gguf-hash/gguf-hash.cpp
@@ -17,14 +17,17 @@
extern "C" {
#endif
-#include "xxhash/xxhash.h"
-#include "sha1/sha1.h"
-#include "sha256/sha256.h"
+#include "hash/xxhash/xxhash.h"
+#include "hash/sha256/sha256.h"
#ifdef __cplusplus
}
#endif
+// sha1 is compiled as C++ and lives in a namespace, see scripts/sync_vendor.py
+#include "hash/sha1/sha1.h"
+using namespace vendor_hash;
+
// uuid.uuid5(uuid.NAMESPACE_URL, 'en.wikipedia.org/wiki/Llama.cpp')
#define UUID_NAMESPACE_LLAMA_CPP "ef001206-dadc-5f6d-a15f-3359e577d4e5"
diff --git a/examples/json_schema_to_grammar.py b/examples/json_schema_to_grammar.py
index 077fcfacac..83abd259da 100755
--- a/examples/json_schema_to_grammar.py
+++ b/examples/json_schema_to_grammar.py
@@ -198,18 +198,18 @@ class BuiltinRule:
SPACE_RULE = '| " " | "\\n"{1,2} [ \\t]{0,20}'
PRIMITIVE_RULES = {
- 'boolean' : BuiltinRule('("true" | "false") space', []),
+ 'boolean' : BuiltinRule('("true" | "false")', []),
'decimal-part' : BuiltinRule('[0-9]{1,16}', []),
'integral-part': BuiltinRule('[0] | [1-9] [0-9]{0,15}', []),
- 'number' : BuiltinRule('("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space', ['integral-part', 'decimal-part']),
- 'integer' : BuiltinRule('("-"? integral-part) space', ['integral-part']),
+ 'number' : BuiltinRule('("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)?', ['integral-part', 'decimal-part']),
+ 'integer' : BuiltinRule('("-"? integral-part)', ['integral-part']),
'value' : BuiltinRule('object | array | string | number | boolean | null', ['object', 'array', 'string', 'number', 'boolean', 'null']),
- 'object' : BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', ['string', 'value']),
- 'array' : BuiltinRule('"[" space ( value ("," space value)* )? "]" space', ['value']),
- 'uuid' : BuiltinRule(r'"\"" [0-9a-fA-F]{8} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{12} "\"" space', []),
+ 'object' : BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? space "}"', ['string', 'value']),
+ 'array' : BuiltinRule('"[" space ( value ("," space value)* )? space "]"', ['value']),
+ 'uuid' : BuiltinRule(r'"\"" [0-9a-fA-F]{8} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{12} "\""', []),
'char' : BuiltinRule(r'[^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})', []),
- 'string' : BuiltinRule(r'"\"" char* "\"" space', ['char']),
- 'null' : BuiltinRule('"null" space', []),
+ 'string' : BuiltinRule(r'"\"" char* "\""', ['char']),
+ 'null' : BuiltinRule('"null"', []),
}
# TODO: support "uri", "email" string formats
@@ -217,9 +217,9 @@ STRING_FORMAT_RULES = {
'date' : BuiltinRule('[0-9]{4} "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )', []),
'time' : BuiltinRule('([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9]{3} )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )', []),
'date-time' : BuiltinRule('date "T" time', ['date', 'time']),
- 'date-string' : BuiltinRule('"\\"" date "\\"" space', ['date']),
- 'time-string' : BuiltinRule('"\\"" time "\\"" space', ['time']),
- 'date-time-string': BuiltinRule('"\\"" date-time "\\"" space', ['date-time']),
+ 'date-string' : BuiltinRule('"\\"" date "\\""', ['date']),
+ 'time-string' : BuiltinRule('"\\"" time "\\""', ['time']),
+ 'date-time-string': BuiltinRule('"\\"" date-time "\\""', ['date-time']),
}
DOTALL = '[\\U00000000-\\U0010FFFF]'
@@ -319,7 +319,7 @@ class SchemaConverter:
out.append(f'[^"{"".join(rejects)}] {char_rule}*')
visit(trie)
- out.append(f' ){"" if trie.is_end_of_string else "?"} ["] space')
+ out.append(f' ){"" if trie.is_end_of_string else "?"} ["]')
return ''.join(out)
def _add_rule(self, name, rule):
@@ -549,7 +549,7 @@ class SchemaConverter:
return self._add_rule(
name,
to_rule(transform()) if self._raw_pattern \
- else "\"\\\"\" (" + to_rule(transform()) + ") \"\\\"\" space")
+ else "\"\\\"\" (" + to_rule(transform()) + ") \"\\\"\"")
def _resolve_ref(self, ref):
@@ -580,10 +580,10 @@ class SchemaConverter:
return self._add_rule(rule_name, self._generate_union_rule(name, [{**schema, 'type': t} for t in schema_type]))
elif 'const' in schema:
- return self._add_rule(rule_name, self._generate_constant_rule(schema['const']) + ' space')
+ return self._add_rule(rule_name, self._generate_constant_rule(schema['const']))
elif 'enum' in schema:
- rule = '(' + ' | '.join((self._generate_constant_rule(v) for v in schema['enum'])) + ') space'
+ rule = '(' + ' | '.join((self._generate_constant_rule(v) for v in schema['enum'])) + ')'
return self._add_rule(rule_name, rule)
elif schema_type in (None, 'object') and \
@@ -624,7 +624,7 @@ class SchemaConverter:
enum_intersection &= s
if enum_intersection:
- rule = '(' + ' | '.join((self._generate_constant_rule(v) for v in sorted(enum_intersection))) + ') space'
+ rule = '(' + ' | '.join((self._generate_constant_rule(v) for v in sorted(enum_intersection))) + ')'
return self._add_rule(rule_name, rule)
return self._add_rule(rule_name, self._build_object_rule(properties, required, hybrid_name, additional_properties=None))
@@ -638,12 +638,12 @@ class SchemaConverter:
' "," space '.join(
self.visit(item, f'{name}{"-" if name else ""}tuple-{i}')
for i, item in enumerate(items)) +
- ' "]" space')
+ ' space "]"')
else:
item_rule_name = self.visit(items, f'{name}{"-" if name else ""}item')
min_items = schema.get("minItems", 0)
max_items = schema.get("maxItems")
- return self._add_rule(rule_name, '"[" space ' + _build_repetition(item_rule_name, min_items, max_items, separator_rule='"," space') + ' "]" space')
+ return self._add_rule(rule_name, '"[" space ' + _build_repetition(item_rule_name, min_items, max_items, separator_rule='"," space') + ' space "]"')
elif schema_type in (None, 'string') and 'pattern' in schema:
return self._visit_pattern(schema['pattern'], rule_name)
@@ -663,7 +663,7 @@ class SchemaConverter:
min_len = schema.get('minLength', 0)
max_len = schema.get('maxLength')
- return self._add_rule(rule_name, r'"\"" ' + _build_repetition(char_rule, min_len, max_len) + r' "\"" space')
+ return self._add_rule(rule_name, r'"\"" ' + _build_repetition(char_rule, min_len, max_len) + r' "\""')
elif schema_type in (None, 'integer') and \
('minimum' in schema or 'exclusiveMinimum' in schema or 'maximum' in schema or 'exclusiveMaximum' in schema):
@@ -680,7 +680,7 @@ class SchemaConverter:
out = ["("]
_generate_min_max_int(min_value, max_value, out)
- out.append(") space")
+ out.append(")")
return self._add_rule(rule_name, ''.join(out))
elif (schema_type == 'object') or (len(schema) == 0):
@@ -765,7 +765,7 @@ class SchemaConverter:
rule += ' )'
rule += ' )?'
- rule += ' "}" space'
+ rule += ' space "}"'
return rule
diff --git a/examples/llama-eval/llama-eval.py b/examples/llama-eval/llama-eval.py
index 4bdd239c00..61bdbddd8b 100755
--- a/examples/llama-eval/llama-eval.py
+++ b/examples/llama-eval/llama-eval.py
@@ -362,7 +362,7 @@ class EvalState:
case = cases.get(task_id, {})
status = case.get("status", "pending")
expected = case.get("expected", "")
- answer = case.get("answer", "") if status == "ok" else ""
+ answer = case.get("answer") or "" if status == "ok" else ""
is_correct = case.get("correct", False) if status == "ok" else False
response = case.get("response", "") or ""
prompt = case.get("prompt", "") or ""
@@ -647,7 +647,7 @@ class EvalState:
question, prompt, expected = self.get_case(i)
case = cases.get(task_id, {})
status = case.get("status", "pending")
- answer = case.get("answer", "N/A") if status == "ok" else "N/A"
+ answer = case.get("answer") or "N/A" if status == "ok" else "N/A"
tokens = case.get("tokens")
tokens_str = str(tokens) if tokens is not None else "N/A"
tps_gen = case.get("tps_gen")
diff --git a/examples/lookup/lookup.cpp b/examples/lookup/lookup.cpp
index 2d4c0e528d..6621058655 100644
--- a/examples/lookup/lookup.cpp
+++ b/examples/lookup/lookup.cpp
@@ -3,9 +3,11 @@
#include "common.h"
#include "ngram-cache.h"
#include "sampling.h"
+#include "speculative.h"
#include "log.h"
#include "llama.h"
+#include <algorithm>
#include <clocale>
#include <cstdint>
#include <cstdio>
@@ -27,6 +29,10 @@ int main(int argc, char ** argv){
// max. number of additional tokens to draft if match is found
const int n_draft = params.speculative.draft.n_max;
+ const auto output_limits = common_speculative_get_output_limits(params.n_batch, params.n_parallel, n_draft);
+ params.n_outputs_max = output_limits.total;
+ params.n_outputs_max_per_seq = output_limits.per_seq;
+
// init llama.cpp
llama_backend_init();
llama_numa_init(params.numa);
diff --git a/examples/model-conversion/requirements.txt b/examples/model-conversion/requirements.txt
index 229b2ec75b..d2cd357ec9 100644
--- a/examples/model-conversion/requirements.txt
+++ b/examples/model-conversion/requirements.txt
@@ -1,6 +1,6 @@
--extra-index-url https://download.pytorch.org/whl/cpu
torch
-torchvision
+torchvision; platform_machine != "s390x"
transformers
huggingface-hub
accelerate
diff --git a/examples/model-conversion/scripts/causal/convert-model.sh b/examples/model-conversion/scripts/causal/convert-model.sh
index 4aa7220628..270e17e6f6 100755
--- a/examples/model-conversion/scripts/causal/convert-model.sh
+++ b/examples/model-conversion/scripts/causal/convert-model.sh
@@ -47,6 +47,7 @@ CMD_ARGS+=("../../convert_hf_to_gguf.py" "--verbose")
CMD_ARGS+=("${MODEL_PATH}")
CMD_ARGS+=("--outfile" "${CONVERTED_MODEL}")
CMD_ARGS+=("--outtype" "${TYPE}")
+CMD_ARGS+=("--model-name" "${MODEL_NAME}")
[[ -n "$METADATA_OVERRIDE" ]] && CMD_ARGS+=("--metadata" "${METADATA_OVERRIDE}")
[[ -n "$MMPROJ" ]] && CMD_ARGS+=("${MMPROJ}")
diff --git a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
index b94bec4e76..cb840dd550 100755
--- a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
+++ b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
@@ -2,12 +2,15 @@
import argparse
import os
+import sys
import importlib
import torch
import numpy as np
from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM
-from pathlib import Path
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
+from utils.common import save_output_data
unreleased_model_name = os.getenv('UNRELEASED_MODEL_NAME')
@@ -54,6 +57,7 @@ print(f"Model name: {model_name}")
prompt = "Hello world today"
input_ids = tokenizer(prompt, return_tensors="pt").input_ids # ty: ignore[call-non-callable]
+token_ids = input_ids[0].cpu().tolist()
print(f"Input tokens: {input_ids}")
print(f"Input text: {repr(prompt)}")
print(f"Tokenized: {tokenizer.convert_ids_to_tokens(input_ids[0])}") # ty: ignore[unresolved-attribute]
@@ -74,21 +78,8 @@ with torch.no_grad():
print(f"Hidden dimension: {token_embeddings.shape[-1]}")
print(f"Number of tokens: {token_embeddings.shape[0]}")
- # Save raw token embeddings
- data_dir = Path("data")
- data_dir.mkdir(exist_ok=True)
- bin_filename = data_dir / f"pytorch-{model_name}-embeddings.bin"
- txt_filename = data_dir / f"pytorch-{model_name}-embeddings.txt"
-
- # Save all token embeddings as binary
print(token_embeddings)
- token_embeddings.astype(np.float32).tofile(bin_filename)
-
- # Save as text for inspection
- with open(txt_filename, "w") as f:
- for i, embedding in enumerate(token_embeddings):
- for j, val in enumerate(embedding):
- f.write(f"{i} {j} {val:.6f}\n")
+ save_output_data(token_embeddings, token_ids, prompt, model_name, type_suffix="-embeddings")
# Print embeddings per token in the requested format
print("\nToken embeddings:")
@@ -110,5 +101,3 @@ with torch.no_grad():
for i, token in enumerate(tokens):
print(f" Token {i}: {repr(token)}")
- print(f"Saved bin logits to: {bin_filename}")
- print(f"Saved txt logist to: {txt_filename}")
diff --git a/examples/model-conversion/scripts/embedding/convert-model.sh b/examples/model-conversion/scripts/embedding/convert-model.sh
index 9926350c07..8b706e1647 100755
--- a/examples/model-conversion/scripts/embedding/convert-model.sh
+++ b/examples/model-conversion/scripts/embedding/convert-model.sh
@@ -31,6 +31,7 @@ python ../../convert_hf_to_gguf.py --verbose \
${EMBEDDING_MODEL_PATH} \
--outfile ${CONVERTED_MODEL} \
--outtype ${TYPE} \
+ --model-name ${MODEL_NAME} \
${SENTENCE_TRANSFORMERS}
echo ""
diff --git a/examples/speculative-simple/README.md b/examples/speculative-simple/README.md
index f72129b3f9..b81583f00b 100644
--- a/examples/speculative-simple/README.md
+++ b/examples/speculative-simple/README.md
@@ -3,10 +3,47 @@
Demonstration of basic greedy speculative decoding
```bash
+# spec-type draft-simple
./bin/llama-speculative-simple \
- -m ../models/qwen2.5-32b-coder-instruct/ggml-model-q8_0.gguf \
- -md ../models/qwen2.5-1.5b-coder-instruct/ggml-model-q4_0.gguf \
- -f test.txt -c 0 -ngl 99 --color on \
- --sampling-seq k --top-k 1 -fa on --temp 0.0 \
- -ngld 99 --spec-draft-n-max 16 --spec-draft-n-draft-min 5 --draft-p-min 0.9
+ -hf ggml-org/Qwen3-8B-Base-GGUF:Q8_0 \
+ -hfd ggml-org/Qwen3-0.6B-Base-GGUF \
+ -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-simple --spec-draft-n-max 7 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-mtp
+./bin/llama-speculative-simple \
+ -hf ggml-org/Qwen3.6-27B-GGUF:Q8_0 \
+ -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-mtp --spec-draft-n-max 3 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-mtp (with shared KV cache)
+# note: this model needs a <s> token at the start to somewhat work without the chat template
+./bin/llama-speculative-simple \
+ -hf ggml-org/Gemma-4-31B-it-GGUF:Q8_0 \
+ -p "<s>Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-mtp --spec-draft-n-max 3 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-eagle3
+./bin/llama-speculative-simple \
+ -hf ggml-org/gpt-oss-20b-GGUF \
+ -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-eagle3 --spec-draft-n-max 3 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-dflash
+./bin/llama-speculative-simple \
+ -hf ggml-org/Qwen3-8B-GGUF \
+ -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-dflash --spec-draft-n-max 7 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-dspark
+./bin/llama-speculative-simple \
+ -hf ggml-org/Qwen3-8B-GGUF \
+ -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+ --spec-type draft-dspark --spec-draft-n-max 7 -ngld 99 --color on \
+ -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
```
diff --git a/examples/speculative-simple/speculative-simple.cpp b/examples/speculative-simple/speculative-simple.cpp
index d87ba48beb..487ae03abf 100644
--- a/examples/speculative-simple/speculative-simple.cpp
+++ b/examples/speculative-simple/speculative-simple.cpp
@@ -5,6 +5,7 @@
#include "log.h"
#include "llama.h"
+#include <algorithm>
#include <clocale>
#include <cstdio>
#include <cstring>
@@ -29,6 +30,11 @@ int main(int argc, char ** argv) {
return 1;
}
+ const auto output_limits = common_speculative_get_output_limits(
+ params.n_batch, params.n_parallel, common_speculative_n_max(¶ms.speculative));
+ params.n_outputs_max = output_limits.total;
+ params.n_outputs_max_per_seq = output_limits.per_seq;
+
// init llama.cpp
llama_backend_init();
llama_numa_init(params.numa);
@@ -45,45 +51,23 @@ int main(int argc, char ** argv) {
const llama_vocab * vocab = llama_model_get_vocab(model_tgt);
- // load the draft model
- llama_model_ptr model_dft;
- llama_context_ptr ctx_dft;
+ // load the draft model (if any) - this also creates the MTP draft context when MTP speculation is enabled
+ common_speculative_init_result_ptr spec_init;
- // TODO: simplify this logic
{
- const auto & params_spec = params.speculative.draft;
+ common_params params_dft = common_base_params_to_speculative(params);
- auto params_dft = params;
-
- params_dft.devices = params_spec.devices;
- params_dft.model = params_spec.mparams;
- params_dft.n_gpu_layers = params_spec.n_gpu_layers;
-
- if (params_spec.cpuparams.n_threads > 0) {
- params_dft.cpuparams.n_threads = params.speculative.draft.cpuparams.n_threads;
- params_dft.cpuparams_batch.n_threads = params.speculative.draft.cpuparams_batch.n_threads;
- }
-
- params_dft.tensor_buft_overrides = params.speculative.draft.tensor_buft_overrides;
-
- auto mparams_dft = common_model_params_to_llama(params_dft);
-
- model_dft.reset(llama_model_load_from_file(params_dft.model.path.c_str(), mparams_dft));
- if (model_dft == nullptr) {
- LOG_ERR("failed to load draft model, '%s'\n", params_dft.model.path.c_str());
- return 1;
- }
-
- auto cparams = common_context_params_to_llama(params_dft);
- ctx_dft.reset(llama_init_from_model(model_dft.get(), cparams));
+ spec_init = common_speculative_init_from_params(params_dft, model_tgt, ctx_tgt);
params.speculative.draft.ctx_tgt = ctx_tgt;
- params.speculative.draft.ctx_dft = ctx_dft.get();
+ params.speculative.draft.ctx_dft = spec_init->context();
}
+ llama_context * ctx_dft = params.speculative.draft.ctx_dft;
+
// check if the context supports partial sequence removal
- const bool use_ckpt_tgt = (common_context_can_seq_rm(ctx_tgt) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL);
- const bool use_ckpt_dft = (common_context_can_seq_rm(ctx_dft.get()) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL);
+ const bool use_ckpt_tgt = common_context_can_seq_rm(ctx_tgt) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL;
+ const bool use_ckpt_dft = common_context_can_seq_rm(ctx_dft) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL;
if (use_ckpt_tgt) {
LOG_INF("speculative decoding will use checkpoints (context does not support partial sequence removal)\n");
@@ -129,9 +113,30 @@ int main(int argc, char ** argv) {
// target model sampling context
common_sampler_ptr smpl(common_sampler_init(model_tgt, params.sampling));
- // eval the prompt
- llama_decode(ctx_tgt, llama_batch_get_one(inp.data(), inp.size() - 1));
- llama_decode(ctx_dft.get(), llama_batch_get_one(inp.data(), inp.size() - 1));
+ // init the speculator
+ const auto & params_spec = params.speculative;
+
+ struct common_speculative * spec = common_speculative_init(params.speculative, 1);
+
+ if (spec == nullptr) {
+ LOG_ERR("%s", "failed to initialize speculative decoding\n");
+ return 1;
+ }
+
+ // eval the prompt on the target and feed it to the speculative implementation(s)
+ {
+ llama_batch batch_prompt = llama_batch_init(inp.size(), 0, 1);
+ for (size_t i = 0; i < inp.size() - 1; ++i) {
+ common_batch_add(batch_prompt, inp[i], i, { seq_id }, false);
+ }
+
+ llama_decode(ctx_tgt, batch_prompt);
+
+ if (!common_speculative_process(spec, batch_prompt)) {
+ LOG_ERR("%s", "failed to process speculative prompt\n");
+ return 1;
+ }
+ }
// note: keep the last token separate!
llama_token id_last = inp.back();
@@ -142,18 +147,12 @@ int main(int argc, char ** argv) {
int n_past = inp.size() - 1;
- // init the speculator
- const auto & params_spec = params.speculative;
-
- struct common_speculative * spec = common_speculative_init(params.speculative, 1);
-
common_speculative_begin(spec, seq_id, prompt_tgt);
llama_batch batch_tgt = llama_batch_init(llama_n_batch(ctx_tgt), 0, 1);
- size_t n_draft = 0;
-
llama_tokens draft;
+
common_prompt_checkpoint ckpt;
const auto t_enc_end = ggml_time_us();
@@ -175,13 +174,20 @@ int main(int argc, char ** argv) {
llama_memory_seq_pos_max(llama_get_memory(ctx_tgt), seq_id));
if (use_ckpt_dft) {
- ckpt.update_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+ ckpt.update_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
}
+ // determine the max draft that fits the remaining context and generation budget
+ int n_draft_max = (int) llama_n_ctx(ctx_tgt) - n_past - 2;
+ if (params.n_predict >= 0) {
+ n_draft_max = std::min(n_draft_max, params.n_predict - n_predict - 1);
+ }
+ n_draft_max = std::max(n_draft_max, 0);
+
// generate a new draft
common_speculative_get_draft_params(spec, seq_id) = {
/* .drafting = */ true,
- /* .n_max = */ -1,
+ /* .n_max = */ n_draft_max,
/* .n_past = */ n_past,
/* .id_last = */ id_last,
/* .prompt = */ &prompt_tgt,
@@ -189,9 +195,6 @@ int main(int argc, char ** argv) {
};
common_speculative_draft(spec);
- // save the original draft size
- n_draft = draft.size();
-
// save a checkpoint of the target context before evaluating the draft
// this allows us to restore the state if partial draft acceptance occurs
if (!draft.empty()) {
@@ -200,10 +203,13 @@ int main(int argc, char ** argv) {
}
}
- {
- ckpt.load_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+ // reset the draft context to the checkpoint before verification
+ if (ctx_dft) {
+ if (use_ckpt_dft) {
+ ckpt.load_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+ }
- llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, ckpt.pos_max + 1, -1);
+ llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, ckpt.pos_max + 1, -1);
}
} else {
// we have a previous (partial) draft to reuse from checkpoint restoration
@@ -227,10 +233,10 @@ int main(int argc, char ** argv) {
llama_decode(ctx_tgt, batch_tgt);
}
- // evaluate the same batch with the draft model
- {
- // TODO: extend to support MTP, Eagle, etc. See server code for reference
- llama_decode(ctx_dft.get(), batch_tgt);
+ // feed the batch to the speculative implementation(s) - this drives the draft model, MTP, Eagle3, etc.
+ if (!common_speculative_process(spec, batch_tgt)) {
+ LOG_ERR("%s", "failed to process speculative batch\n");
+ break;
}
// only save the sampler sampler state if we use checkpoints
@@ -239,6 +245,9 @@ int main(int argc, char ** argv) {
smpl_save.reset(common_sampler_clone(smpl.get()));
}
+ // save the size of the draft being verified
+ const size_t n_draft = draft.size();
+
// sample from the full target batch and return the accepted tokens based on the target sampler
//
// for each token to be accepted, the sampler would have to sample that same token
@@ -255,8 +264,8 @@ int main(int argc, char ** argv) {
// check for partial draft acceptance:
// if the context doesn't support partial sequence removal, restore the checkpoint
// and make the accepted tokens the new partial draft for the next iteration
- if (use_ckpt_tgt && ids.size() - 1 < draft.size()) {
- LOG_DBG("partial acceptance: %zu < %zu, restoring checkpoint\n", ids.size() - 1, draft.size());
+ if (use_ckpt_tgt && ids.size() - 1 < n_draft) {
+ LOG_DBG("partial acceptance: %zu < %zu, restoring checkpoint\n", ids.size() - 1, n_draft);
draft = std::move(ids);
@@ -266,10 +275,10 @@ int main(int argc, char ** argv) {
llama_memory_seq_rm(llama_get_memory(ctx_tgt), seq_id, ckpt.pos_max + 1, -1);
}
- {
- ckpt.load_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+ if (ctx_dft) {
+ ckpt.load_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
- llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, ckpt.pos_max + 1, -1);
+ llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, ckpt.pos_max + 1, -1);
}
prompt_tgt.resize(ckpt.n_tokens);
@@ -320,8 +329,11 @@ int main(int argc, char ** argv) {
{
LOG_DBG("clear kv cache from any extra tokens, n_past = %d\n", n_past);
- llama_memory_seq_rm(llama_get_memory(ctx_tgt), seq_id, n_past, -1);
- llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, n_past, -1);
+ llama_memory_seq_rm(llama_get_memory(ctx_tgt), seq_id, n_past, -1);
+
+ if (ctx_dft) {
+ llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, n_past, -1);
+ }
}
if ((params.n_predict >= 0 && n_predict > params.n_predict) || has_eos) {
@@ -347,6 +359,7 @@ int main(int argc, char ** argv) {
LOG_INF("\n");
LOG_INF("draft:\n\n");
+ common_speculative_print_stats(spec);
LOG_INF("\n");
LOG_INF("target:\n\n");
diff --git a/examples/speculative/speculative.cpp b/examples/speculative/speculative.cpp
index f7fa5e3060..17071aa054 100644
--- a/examples/speculative/speculative.cpp
+++ b/examples/speculative/speculative.cpp
@@ -1,6 +1,7 @@
#include "arg.h"
#include "common.h"
#include "sampling.h"
+#include "speculative.h"
#include "log.h"
#include "llama.h"
@@ -57,6 +58,11 @@ int main(int argc, char ** argv) {
// max number of parallel drafting sequences (i.e. tree branches)
const int n_seq_dft = params.n_parallel;
+ const auto output_limits = common_speculative_get_output_limits(
+ params.n_batch, params.n_parallel, params.speculative.draft.n_max);
+ params.n_outputs_max = output_limits.total;
+ params.n_outputs_max_per_seq = output_limits.per_seq;
+
// probability threshold for splitting a draft branch (only for n_seq_dft > 1)
const float p_draft_split = params.speculative.draft.p_split;
@@ -83,6 +89,8 @@ int main(int argc, char ** argv) {
params.devices = params.speculative.draft.devices;
params.model = params.speculative.draft.mparams;
params.n_gpu_layers = params.speculative.draft.n_gpu_layers;
+ params.n_outputs_max = params.n_parallel;
+ params.n_outputs_max_per_seq = 1;
if (params.speculative.draft.cpuparams.n_threads > 0) {
params.cpuparams.n_threads = params.speculative.draft.cpuparams.n_threads;
}
diff --git a/examples/sycl/build.sh b/examples/sycl/build.sh
index bf7d6b53bf..9dd66cb676 100755
--- a/examples/sycl/build.sh
+++ b/examples/sycl/build.sh
@@ -3,15 +3,45 @@
# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: MIT
+print_usage() {
+ echo "Usage: ./build.sh [fp32|fp16] [--help]"
+ echo ""
+ echo "Options:"
+ echo " fp32 Build with FP32 precision (default)"
+ echo " fp16 Build with FP16 precision (faster for long-prompt inference)"
+ echo " --help Print this help message"
+}
+
+PRECISION=fp32
+
+for arg in "$@"; do
+ case "$arg" in
+ --help)
+ print_usage
+ exit 0
+ ;;
+ fp32|fp16)
+ PRECISION="$arg"
+ ;;
+ *)
+ echo "Error: unknown option '$arg'"
+ print_usage
+ exit 1
+ ;;
+ esac
+done
+
mkdir -p build
cd build
source /opt/intel/oneapi/setvars.sh
-#for FP16
-#cmake .. -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON -DLLAMA_OPENSSL=OFF # faster for long-prompt inference
-
-#for FP32
-cmake .. -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_OPENSSL=OFF
+if [ "$PRECISION" = "fp16" ]; then
+ #for FP16
+ cmake .. -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DGGML_SYCL_F16=ON -DLLAMA_OPENSSL=OFF # faster for long-prompt inference
+else
+ #for FP32
+ cmake .. -DGGML_SYCL=ON -DCMAKE_C_COMPILER=icx -DCMAKE_CXX_COMPILER=icpx -DLLAMA_OPENSSL=OFF
+fi
#build example/main
#cmake --build . --config Release --target main
diff --git a/examples/sycl/run-llama2.sh b/examples/sycl/run-llama2.sh
index 6ed2535bbb..c5490a5150 100755
--- a/examples/sycl/run-llama2.sh
+++ b/examples/sycl/run-llama2.sh
@@ -18,7 +18,7 @@ CONTEXT=4096
#support malloc device memory more than 4GB.
export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
-LOAD_MODE='--mmap'
+LOAD_MODE='--load-mode auto'
if [ $# -gt 0 ]; then
GGML_SYCL_DEVICE=$1
echo "use $GGML_SYCL_DEVICE as main GPU"
diff --git a/examples/sycl/start-svr.sh b/examples/sycl/start-svr.sh
index ce31ec51d2..c3e1b6b998 100755
--- a/examples/sycl/start-svr.sh
+++ b/examples/sycl/start-svr.sh
@@ -12,6 +12,7 @@ This script processes files with specified options.
Options:
-h, --help Display this help message and exit.
+ -d, --device <value> Set SYCL devices (default: SYCL0).
-c, --context <value> Set context length. Bigger need more memory.
-p, --promote <value> Prompt to start generation with.
-m, --model <value> Full model file path.
@@ -41,10 +42,16 @@ MODEL_FILE=../models/Qwen3.5-4B-Q4_0.gguf
NGL=99
CONTEXT=4096
GGML_SYCL_DEVICE=-1
+SYCL_DEVICES="SYCL0"
SPLIT_MODE=layer
LOG_VERBOSE=3
while [[ $# -gt 0 ]]; do
case "$1" in
+ -d|--device)
+ SYCL_DEVICES="$2"
+ shift
+ shift
+ ;;
-c|--context)
CONTEXT=$2
# Shift twice to consume both the option flag and its value
@@ -95,8 +102,6 @@ while [[ $# -gt 0 ]]; do
esac
done
-
-
source /opt/intel/oneapi/setvars.sh
#export GGML_SYCL_DEBUG=1
@@ -107,17 +112,19 @@ source /opt/intel/oneapi/setvars.sh
export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
echo "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=${UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS}"
+echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
+
+
if [ $GGML_SYCL_DEVICE -ne -1 ]; then
echo "Use $GGML_SYCL_DEVICE as main GPU"
#use signle GPU only
GPUS_SETTING="-mg $GGML_SYCL_DEVICE -sm ${SPLIT_MODE}"
- echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
else
- echo "Use all Intel GPUs, including iGPU & dGPU"
+ echo "Use Intel GPUs: ${SYCL_DEVICES}"
GPUS_SETTING="-sm ${SPLIT_MODE}"
- fi
+fi
-echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap --host 0.0.0.0 --port 8000"
-ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap --host 0.0.0.0 --port 8000
+echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --load-mode auto --host 0.0.0.0 --port 8000"
+ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --load-mode auto --host 0.0.0.0 --port 8000
diff --git a/examples/sycl/test.sh b/examples/sycl/test.sh
index 116047cd2e..28c2dcb20a 100755
--- a/examples/sycl/test.sh
+++ b/examples/sycl/test.sh
@@ -12,6 +12,7 @@ This script processes files with specified options.
Options:
-h, --help Display this help message and exit.
+ -d, --device <value> Set SYCL devices (default: SYCL0).
-c, --context <value> Set context length. Bigger need more memory.
-p, --promote <value> Prompt to start generation with.
-m, --model <value> Full model file path.
@@ -42,10 +43,16 @@ MODEL_FILE=../models/llama-2-7b.Q4_0.gguf
NGL=99
CONTEXT=4096
GGML_SYCL_DEVICE=-1
+SYCL_DEVICES="SYCL0"
SPLIT_MODE=layer
LOG_VERBOSE=3
while [[ $# -gt 0 ]]; do
case "$1" in
+ -d|--device)
+ SYCL_DEVICES="$2"
+ shift
+ shift
+ ;;
-c|--context)
CONTEXT=$2
# Shift twice to consume both the option flag and its value
@@ -115,16 +122,17 @@ source /opt/intel/oneapi/setvars.sh
export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
echo "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=${UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS}"
+echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
+
if [ $GGML_SYCL_DEVICE -ne -1 ]; then
echo "Use $GGML_SYCL_DEVICE as main GPU"
#use signle GPU only
GPUS_SETTING="-mg $GGML_SYCL_DEVICE -sm ${SPLIT_MODE}"
- echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
else
- echo "Use all Intel GPUs, including iGPU & dGPU"
+ echo "Use Intel GPUs: ${SYCL_DEVICES}"
GPUS_SETTING="-sm ${SPLIT_MODE}"
fi
-echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap "
-ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap
+echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --load-mode auto "
+ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --load-mode auto
diff --git a/examples/sycl/update-ops-doc.sh b/examples/sycl/update-ops-doc.sh
new file mode 100755
index 0000000000..fe93c9d64d
--- /dev/null
+++ b/examples/sycl/update-ops-doc.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+# MIT license
+# Copyright (C) 2026 Intel Corporation
+# SPDX-License-Identifier: MIT
+
+./build/bin/test-backend-ops -b SYCL0 support --output csv > docs/ops/SYCL.csv
+./scripts/create_ops_docs.py
+
diff --git a/examples/sycl/win-build-sycl.bat b/examples/sycl/win-build-sycl.bat
index fc8b33bbc2..9a82edbefe 100644
--- a/examples/sycl/win-build-sycl.bat
+++ b/examples/sycl/win-build-sycl.bat
@@ -3,6 +3,23 @@
:: Copyright (C) 2024 Intel Corporation
:: SPDX-License-Identifier: MIT
+IF /I "%1"=="--help" (
+ echo Usage: win-build-sycl.bat [fp32^|fp16] [--help]
+ echo.
+ echo Options:
+ echo fp32 Build with FP32 precision ^(default^)
+ echo fp16 Build with FP16 precision ^(faster for long-prompt inference^)
+ echo --help Print this help message
+ exit /B 0
+)
+
+SET PRECISION=%1
+IF "%PRECISION%"=="" SET PRECISION=fp32
+IF /I NOT "%PRECISION%"=="fp32" IF /I NOT "%PRECISION%"=="fp16" (
+ echo Error: invalid value '%PRECISION%'. Use 'fp32' or 'fp16'.
+ echo Usage: win-build-sycl.bat [fp32^|fp16] [--help]
+ exit /B 1
+)
IF not exist build (mkdir build)
cd build
@@ -11,12 +28,14 @@ if %errorlevel% neq 0 goto ERROR
@call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat" intel64 --force
if %errorlevel% neq 0 goto ERROR
-:: for FP16
-:: faster for long-prompt inference
-:: cmake -G "MinGW Makefiles" .. -DLLAMA_OPENSSL=OFF -DGGML_SYCL=ON -DCMAKE_CXX_COMPILER=icx -DBUILD_SHARED_LIBS=ON -DCMAKE_BUILD_TYPE=Release -DGGML_SYCL_F16=ON
-
-:: for FP32
-cmake -G "Ninja" .. -DLLAMA_OPENSSL=OFF -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DBUILD_SHARED_LIBS=ON -DCMAKE_BUILD_TYPE=Release
+IF /I "%PRECISION%"=="fp16" (
+ :: for FP16
+ :: faster for long-prompt inference
+ cmake -G "MinGW Makefiles" .. -DLLAMA_OPENSSL=OFF -DGGML_SYCL=ON -DCMAKE_CXX_COMPILER=icx -DBUILD_SHARED_LIBS=ON -DCMAKE_BUILD_TYPE=Release -DGGML_SYCL_F16=ON
+) ELSE (
+ :: for FP32
+ cmake -G "Ninja" .. -DLLAMA_OPENSSL=OFF -DGGML_SYCL=ON -DCMAKE_C_COMPILER=cl -DCMAKE_CXX_COMPILER=icx -DBUILD_SHARED_LIBS=ON -DCMAKE_BUILD_TYPE=Release
+)
if %errorlevel% neq 0 goto ERROR
:: build all binary
diff --git a/examples/sycl/win-run-llama2.bat b/examples/sycl/win-run-llama2.bat
index 1f2dab8d0a..8bc47887d2 100644
--- a/examples/sycl/win-run-llama2.bat
+++ b/examples/sycl/win-run-llama2.bat
@@ -7,5 +7,5 @@ set INPUT2="Building a website can be done in 10 simple steps:\nStep 1:"
:: support malloc device memory more than 4GB.
set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
-set LOAD_MODE="--mmap"
+set LOAD_MODE="--load-mode auto"
.\build\bin\llama-completion.exe -m models\llama-2-7b.Q4_0.gguf -no-cnv -p %INPUT2% -n 400 -e -ngl 99 -s 0 %LOAD_MODE%
diff --git a/examples/sycl/win-start-svr.bat b/examples/sycl/win-start-svr.bat
index 13b5159e00..474212c992 100644
--- a/examples/sycl/win-start-svr.bat
+++ b/examples/sycl/win-start-svr.bat
@@ -13,6 +13,7 @@ set "MODEL_FILE=..\models\Qwen3.5-4B-Q4_0.gguf"
set "NGL=99"
set "CONTEXT=4096"
set "GGML_SYCL_DEVICE=-1"
+set "SYCL_DEVICES=SYCL0"
set "SPLIT_MODE=layer"
set "LOG_VERBOSE=3"
@@ -36,6 +37,21 @@ if /I "%~1"=="--context" (
goto parse_args
)
+if /I "%~1"=="-d" (
+ if "%~2"=="" goto missing_value
+ set "SYCL_DEVICES=%~2"
+ shift
+ shift
+ goto parse_args
+)
+if /I "%~1"=="--device" (
+ if "%~2"=="" goto missing_value
+ set "SYCL_DEVICES=%~2"
+ shift
+ shift
+ goto parse_args
+)
+
if /I "%~1"=="-m" (
if "%~2"=="" goto missing_value
set "MODEL_FILE=%~2"
@@ -130,6 +146,7 @@ echo This script processes files with specified options.
echo.
echo Options:
echo -h, --help Display this help message and exit.
+echo -d, --device ^<value^> Set SYCL devices (default: SYCL0).
echo -c, --context ^<value^> Set context length. Bigger need more memory.
echo -m, --model ^<value^> Full model file path.
echo -mg,--main-gpu ^<value^> Set main GPU ID (0 - n) for single GPU mode.
@@ -160,19 +177,20 @@ REM Support malloc device memory more than 4GB.
set "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1"
echo UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=%UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS%
+echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
+
if not "%GGML_SYCL_DEVICE%"=="-1" (
echo Use %GGML_SYCL_DEVICE% as main GPU
REM Use single GPU only.
set "GPUS_SETTING=-mg %GGML_SYCL_DEVICE% -sm %SPLIT_MODE%"
- echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
-) else (
- echo Use all Intel GPUs, including iGPU ^& dGPU
+ ) else (
+ echo Use Intel GPUs: %SYCL_DEVICES%
set "GPUS_SETTING=-sm %SPLIT_MODE%"
)
-echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap --host 0.0.0.0 --port 8000
+echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device %SYCL_DEVICES% --load-mode auto --host 0.0.0.0 --port 8000
set "ZES_ENABLE_SYSMAN=1"
-%BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap --host 0.0.0.0 --port 8000
+%BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device "%SYCL_DEVICES%" --load-mode auto --host 0.0.0.0 --port 8000
endlocal
diff --git a/examples/sycl/win-test.bat b/examples/sycl/win-test.bat
index 39640908b0..a7c3dbb79a 100644
--- a/examples/sycl/win-test.bat
+++ b/examples/sycl/win-test.bat
@@ -19,6 +19,7 @@ set "MODEL_FILE=..\models\llama-2-7b.Q4_0.gguf"
set "NGL=99"
set "CONTEXT=4096"
set "GGML_SYCL_DEVICE=-1"
+set "SYCL_DEVICES=SYCL0"
set "SPLIT_MODE=layer"
set "LOG_VERBOSE=3"
@@ -42,6 +43,21 @@ if /I "%~1"=="--context" (
goto parse_args
)
+if /I "%~1"=="-d" (
+ if "%~2"=="" goto missing_value
+ set "SYCL_DEVICES=%~2"
+ shift
+ shift
+ goto parse_args
+)
+if /I "%~1"=="--device" (
+ if "%~2"=="" goto missing_value
+ set "SYCL_DEVICES=%~2"
+ shift
+ shift
+ goto parse_args
+)
+
if /I "%~1"=="-p" (
if "%~2"=="" goto missing_value
set "INPUT_PROMPT=%~2"
@@ -151,6 +167,7 @@ echo This script processes files with specified options.
echo.
echo Options:
echo -h, --help Display this help message and exit.
+echo -d, --device ^<value^> Set SYCL devices (default: SYCL0).
echo -c, --context ^<value^> Set context length. Bigger need more memory.
echo -p, --promote ^<value^> Prompt to start generation with.
echo -m, --model ^<value^> Full model file path.
@@ -182,19 +199,21 @@ REM Support malloc device memory more than 4GB.
set "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1"
echo UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=%UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS%
+echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
+
if not "%GGML_SYCL_DEVICE%"=="-1" (
echo Use %GGML_SYCL_DEVICE% as main GPU
REM Use single GPU only.
set "GPUS_SETTING=-mg %GGML_SYCL_DEVICE% -sm %SPLIT_MODE%"
- echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
-) else (
- echo Use all Intel GPUs, including iGPU ^& dGPU
+ )
+else (
+ echo Use Intel GPUs: %SYCL_DEVICES%
set "GPUS_SETTING=-sm %SPLIT_MODE%"
)
-echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m %MODEL_FILE% -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap
+echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m %MODEL_FILE% -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device %SYCL_DEVICES% --load-mode auto
set "ZES_ENABLE_SYSMAN=1"
-%BIN_FILE% -m "%MODEL_FILE%" -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap
+%BIN_FILE% -m "%MODEL_FILE%" -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device "%SYCL_DEVICES%" --load-mode auto
endlocal
diff --git a/examples/sycl/win-update-ops-doc.bat b/examples/sycl/win-update-ops-doc.bat
new file mode 100644
index 0000000000..b032bcfe1e
--- /dev/null
+++ b/examples/sycl/win-update-ops-doc.bat
@@ -0,0 +1,8 @@
+@echo off
+
+rem MIT license
+rem Copyright (C) 2026 Intel Corporation
+rem SPDX-License-Identifier: MIT
+
+build\bin\test-backend-ops support --output csv > docs\ops\SYCL.csv
+python scripts\create_ops_docs.py
diff --git a/examples/test-cmake/.gitignore b/examples/test-cmake/.gitignore
new file mode 100644
index 0000000000..0ddff317a4
--- /dev/null
+++ b/examples/test-cmake/.gitignore
@@ -0,0 +1,3 @@
+llama-build-install
+install
+build
diff --git a/examples/test-cmake/CMakeLists.txt b/examples/test-cmake/CMakeLists.txt
new file mode 100644
index 0000000000..ed5cb1f3c2
--- /dev/null
+++ b/examples/test-cmake/CMakeLists.txt
@@ -0,0 +1,13 @@
+cmake_minimum_required(VERSION 3.14)
+project(llama-simple)
+
+set(CMAKE_CXX_STANDARD 17)
+
+find_package(llama 0.1.0 REQUIRED)
+
+add_executable(test-cmake test-cmake.cpp)
+target_link_libraries(test-cmake PRIVATE llama)
+target_compile_definitions(test-cmake PRIVATE
+ LLAMA_BUILD_NUMBER=${LLAMA_BUILD_NUMBER}
+ LLAMA_BUILD_COMMIT="${LLAMA_BUILD_COMMIT}"
+)
diff --git a/examples/test-cmake/README.md b/examples/test-cmake/README.md
new file mode 100644
index 0000000000..2f6a2fcfe9
--- /dev/null
+++ b/examples/test-cmake/README.md
@@ -0,0 +1,36 @@
+## cmake-test
+
+This is just for manually testing/developing of a llama.cpp installation to
+enable troubleshooting issues and exploration. The idea is that this can be used
+after making changes to llama.cpp installation cmake configuration and then
+verify it locally.
+
+### Usage
+The following will configure, build, and install llama.cpp
+
+Configuring/build/install:
+```console
+./build-install.sh
+```
+The above command will create a directory named `install` in the current directory
+which will have the follwing files in its lib directory:
+```console
+(venv) $ ls install/lib/
+cmake libggml.so libllama-common.so.0 libllama.so.0.1.0 llama.cpp
+libggml-base.so libggml.so.0 libllama-common.so.0.1.0 libmtmd.so pkgconfig
+libggml-base.so.0 libggml.so.0.19.0 libllama.so libmtmd.so.0
+libggml-base.so.0.19.0 libllama-common.so libllama.so.0 libmtmd.so.0.1.0
+```
+
+Build/run this project using the installation created above:
+```console
+(venv) $ ./build.sh
+-- Configuring done (0.0s)
+-- Generating done (0.0s)
+-- Build files have been written to: /path/to/llama.cpp/examples/test-cmake/build
+[100%] Built target test-cmake
+[test-cmake] Using llama.cpp version 0.1.0-dev-b10335
+[test-cmake] Initializing backend...
+load_backend: loaded CPU backend from /path/to/llama.cpp/examples/test-cmake/install/lib/llama.cpp/libggml-cpu-alderlake.so
+[test-cmake] Backend initialized.
+```
diff --git a/examples/test-cmake/build-install.sh b/examples/test-cmake/build-install.sh
new file mode 100755
index 0000000000..77a6713d67
--- /dev/null
+++ b/examples/test-cmake/build-install.sh
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+set -e
+
+rm -rf llama-build-install install
+
+cmake --fresh -S ../../. -B llama-build-install -DCMAKE_BUILD_TYPE=Release \
+ -DBUILD_SHARED_LIBS=ON \
+ -DGGML_BACKEND_DL=ON \
+ -DGGML_CPU_ALL_VARIANTS=ON \
+ -DLLAMA_TESTS_INSTALL=OFF \
+ -DCMAKE_INSTALL_PREFIX="${PWD}/install" \
+ -DGGML_BACKEND_DIR="${PWD}/install/lib/llama.cpp" \
+ -DGGML_LIB_INSTALL_DIR="${PWD}/install/lib/llama.cpp" \
+ -DLLAMA_LIB_INSTALL_DIR="${PWD}/install/lib/llama.cpp" \
+ -DLLAMA_TOOLS_INSTALL=OFF
+
+cmake --build llama-build-install --parallel 12
+cmake --install llama-build-install
diff --git a/examples/test-cmake/build.sh b/examples/test-cmake/build.sh
new file mode 100755
index 0000000000..a212732b89
--- /dev/null
+++ b/examples/test-cmake/build.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+set -e
+
+cmake -S . -B build -DCMAKE_PREFIX_PATH="${PWD}/install"
+cmake --build build
+LD_LIBRARY_PATH="${PWD}/install/lib/llama.cpp:${PWD}/install/lib${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}" ./build/test-cmake
diff --git a/examples/test-cmake/test-cmake.cpp b/examples/test-cmake/test-cmake.cpp
new file mode 100644
index 0000000000..c5c4765b43
--- /dev/null
+++ b/examples/test-cmake/test-cmake.cpp
@@ -0,0 +1,12 @@
+#include "llama.h"
+#include <cstdio>
+
+int main(void) {
+ printf("[test-cmake] version: %s, build: %d (%s)\n",
+ llama_version(), LLAMA_BUILD_NUMBER, LLAMA_BUILD_COMMIT);
+ printf("[test-cmake] Initializing backend...\n");
+ llama_backend_init();
+ printf("[test-cmake] Backend initialized.\n");
+ llama_backend_free();
+ return 0;
+}
diff --git a/examples/training/finetune.cpp b/examples/training/finetune.cpp
index 0a75ac110c..44b2843918 100644
--- a/examples/training/finetune.cpp
+++ b/examples/training/finetune.cpp
@@ -26,10 +26,9 @@ int main(int argc, char ** argv) {
return 1;
}
- if (params.use_mmap) {
- LOG_INF("%s: force disabling memory mapping because it would result in-read-only pointers to the weights\n",
- __func__);
- params.use_mmap = false;
+ if (params.load_mode != LLAMA_LOAD_MODE_NONE) {
+ LOG_INF("%s: forcing load_mode = none to enable writable pointers to the weights\n", __func__);
+ params.load_mode = LLAMA_LOAD_MODE_NONE;
}
if (params.cache_type_k != GGML_TYPE_F32) {
LOG_INF("%s: force changing k cache type to f32 due to a lack of f16 support for OUT_PROD\n", __func__);
diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt
index 8f7cb8cdfd..c4a8450d1c 100644
--- a/ggml/CMakeLists.txt
+++ b/ggml/CMakeLists.txt
@@ -4,7 +4,7 @@ project("ggml" C CXX ASM)
### GGML Version
set(GGML_VERSION_MAJOR 0)
-set(GGML_VERSION_MINOR 14)
+set(GGML_VERSION_MINOR 22)
set(GGML_VERSION_PATCH 0)
set(GGML_VERSION_BASE "${GGML_VERSION_MAJOR}.${GGML_VERSION_MINOR}.${GGML_VERSION_PATCH}")
@@ -216,7 +216,6 @@ option(GGML_HIP "ggml: use HIP"
option(GGML_HIP_GRAPHS "ggml: use HIP graph" ON)
option(GGML_HIP_RCCL "ggml: use ROCm Collective Comm. Library" OFF)
option(GGML_HIP_NO_VMM "ggml: do not try to use HIP VMM" ON)
-option(GGML_HIP_ROCWMMA_FATTN "ggml: enable rocWMMA for FlashAttention" OFF)
option(GGML_HIP_MMQ_MFMA "ggml: enable MFMA MMA for CDNA in MMQ" ON)
option(GGML_HIP_EXPORT_METRICS "ggml: enable kernel perf metrics output" OFF)
option(GGML_MUSA_GRAPHS "ggml: use MUSA graph, experimental, unstable" OFF)
@@ -244,12 +243,13 @@ set (GGML_METAL_MACOSX_VERSION_MIN "" CACHE STRING
"ggml: metal minimum macOS version")
set (GGML_METAL_STD "" CACHE STRING "ggml: metal standard version (-std flag)")
option(GGML_OPENMP "ggml: use OpenMP" ON)
+option(GGML_OPENMP_FETCH "ggml: fetch LLVM OpenMP" OFF)
option(GGML_RPC "ggml: use RPC" OFF)
option(GGML_SYCL "ggml: use SYCL" OFF)
option(GGML_SYCL_F16 "ggml: use 16 bit floats for sycl calculations" OFF)
option(GGML_SYCL_GRAPH "ggml: enable graphs in the SYCL backend" ON)
option(GGML_SYCL_HOST_MEM_FALLBACK "ggml: allow host memory fallback in SYCL reorder (requires kernel 6.8+)" ON)
-option(GGML_SYCL_SUPPORT_LEVEL_ZERO "ggml: use Level Zero API in SYCL backend" ON)
+option(GGML_SYCL_SUPPORT_LEVEL_ZERO_API "ggml: use Level Zero API in SYCL backend" ON)
option(GGML_SYCL_DNN "ggml: enable oneDNN in the SYCL backend" ON)
set (GGML_SYCL_TARGET "INTEL" CACHE STRING
"ggml: sycl target device")
@@ -257,6 +257,8 @@ set (GGML_SYCL_DEVICE_ARCH "" CACHE STRING
"ggml: sycl device architecture")
option(GGML_OPENVINO "ggml: use OPENVINO" OFF)
+option(GGML_ET "ggml: use ET backend" OFF)
+option(GGML_ET_SYSEMU "ggml: use ET backend via sysemu" OFF)
option(GGML_OPENCL "ggml: use OpenCL" OFF)
option(GGML_OPENCL_PROFILING "ggml: use OpenCL profiling (increases overhead)" OFF)
@@ -266,7 +268,6 @@ set (GGML_OPENCL_TARGET_VERSION "300" CACHE STRING
"ggml: OpenCL API version to target")
option(GGML_HEXAGON "ggml: enable Hexagon backend" OFF)
-set(GGML_HEXAGON_FP32_QUANTIZE_GROUP_SIZE 128 CACHE STRING "ggml: quantize group size (32, 64, or 128)")
# toolchain for vulkan-shaders-gen
set (GGML_VULKAN_SHADERS_GEN_TOOLCHAIN "" CACHE FILEPATH "ggml: toolchain file for vulkan-shaders-gen")
@@ -341,9 +342,6 @@ set(GGML_PUBLIC_HEADERS
include/gguf.h)
set_target_properties(ggml PROPERTIES PUBLIC_HEADER "${GGML_PUBLIC_HEADERS}")
-#if (GGML_METAL)
-# set_target_properties(ggml PROPERTIES RESOURCE "${CMAKE_CURRENT_SOURCE_DIR}/src/ggml-metal.metal")
-#endif()
install(TARGETS ggml LIBRARY PUBLIC_HEADER)
install(TARGETS ggml-base LIBRARY)
@@ -402,7 +400,7 @@ configure_package_config_file(
GGML_BIN_INSTALL_DIR)
write_basic_package_version_file(
- ${CMAKE_CURRENT_BINARY_DIR}/ggml-version.cmake
+ ${CMAKE_CURRENT_BINARY_DIR}/ggml-config-version.cmake
VERSION ${GGML_INSTALL_VERSION}
COMPATIBILITY SameMajorVersion)
@@ -414,7 +412,7 @@ message(STATUS "ggml version: ${GGML_INSTALL_VERSION}")
message(STATUS "ggml commit: ${GGML_BUILD_COMMIT}")
install(FILES ${CMAKE_CURRENT_BINARY_DIR}/ggml-config.cmake
- ${CMAKE_CURRENT_BINARY_DIR}/ggml-version.cmake
+ ${CMAKE_CURRENT_BINARY_DIR}/ggml-config-version.cmake
DESTINATION ${CMAKE_INSTALL_LIBDIR}/cmake/ggml)
if (MSVC)
diff --git a/ggml/cmake/ggml-config.cmake.in b/ggml/cmake/ggml-config.cmake.in
index 23a3066f56..a28e49e834 100644
--- a/ggml/cmake/ggml-config.cmake.in
+++ b/ggml/cmake/ggml-config.cmake.in
@@ -110,9 +110,20 @@ set_and_check(GGML_INCLUDE_DIR "@PACKAGE_GGML_INCLUDE_INSTALL_DIR@")
set_and_check(GGML_LIB_DIR "@PACKAGE_GGML_LIB_INSTALL_DIR@")
#set_and_check(GGML_BIN_DIR "@PACKAGE_GGML_BIN_INSTALL_DIR@")
+if (NOT GGML_SHARED_LIB AND GGML_CPU_KLEIDIAI)
+ unset(KLEIDIAI_LIBRARY CACHE)
+ unset(KLEIDIAI_LIBRARY)
+ find_library(KLEIDIAI_LIBRARY kleidiai
+ REQUIRED
+ HINTS ${GGML_LIB_DIR}
+ NO_CMAKE_FIND_ROOT_PATH)
+ list(APPEND GGML_CPU_INTERFACE_LINK_LIBRARIES ${KLEIDIAI_LIBRARY})
+endif()
+
if(NOT TARGET ggml::ggml)
find_package(Threads REQUIRED)
+ unset(GGML_LIBRARY CACHE)
find_library(GGML_LIBRARY ggml
REQUIRED
HINTS ${GGML_LIB_DIR}
@@ -121,8 +132,10 @@ if(NOT TARGET ggml::ggml)
add_library(ggml::ggml UNKNOWN IMPORTED)
set_target_properties(ggml::ggml
PROPERTIES
- IMPORTED_LOCATION "${GGML_LIBRARY}")
+ IMPORTED_LOCATION "${GGML_LIBRARY}"
+ INTERFACE_INCLUDE_DIRECTORIES "${GGML_INCLUDE_DIR}")
+ unset(GGML_BASE_LIBRARY CACHE)
find_library(GGML_BASE_LIBRARY ggml-base
REQUIRED
HINTS ${GGML_LIB_DIR}
@@ -132,6 +145,7 @@ if(NOT TARGET ggml::ggml)
set_target_properties(ggml::ggml-base
PROPERTIES
IMPORTED_LOCATION "${GGML_BASE_LIBRARY}"
+ INTERFACE_INCLUDE_DIRECTORIES "${GGML_INCLUDE_DIR}"
INTERFACE_LINK_LIBRARIES "${GGML_BASE_INTERFACE_LINK_LIBRARIES}")
set(_ggml_all_targets "")
@@ -140,6 +154,7 @@ if(NOT TARGET ggml::ggml)
string(REPLACE "-" "_" _ggml_backend_pfx "${_ggml_backend}")
string(TOUPPER "${_ggml_backend_pfx}" _ggml_backend_pfx)
+ unset(${_ggml_backend_pfx}_LIBRARY CACHE)
find_library(${_ggml_backend_pfx}_LIBRARY ${_ggml_backend}
REQUIRED
HINTS ${GGML_LIB_DIR}
diff --git a/ggml/include/ggml-backend.h b/ggml/include/ggml-backend.h
index 2924fdbe98..cc3f8cd36e 100644
--- a/ggml/include/ggml-backend.h
+++ b/ggml/include/ggml-backend.h
@@ -154,6 +154,8 @@ extern "C" {
bool buffer_from_host_ptr;
// event synchronization
bool events;
+ // mmap is supported for loading
+ bool mmap_support;
};
// all the device properties
diff --git a/ggml/include/ggml-cpu.h b/ggml/include/ggml-cpu.h
index e3e067c916..dc6453c6ea 100644
--- a/ggml/include/ggml-cpu.h
+++ b/ggml/include/ggml-cpu.h
@@ -100,6 +100,7 @@ extern "C" {
GGML_BACKEND_API int ggml_cpu_has_sve (void);
GGML_BACKEND_API int ggml_cpu_get_sve_cnt (void); // sve vector length in bytes
GGML_BACKEND_API int ggml_cpu_has_sme (void);
+ GGML_BACKEND_API int ggml_cpu_has_sme2 (void);
// other
GGML_BACKEND_API int ggml_cpu_has_riscv_v (void);
GGML_BACKEND_API int ggml_cpu_get_rvv_vlen (void); // risc-v vector length in bytes
diff --git a/ggml/include/ggml-cuda.h b/ggml/include/ggml-cuda.h
index 5436c7ef57..1cd81eeaeb 100644
--- a/ggml/include/ggml-cuda.h
+++ b/ggml/include/ggml-cuda.h
@@ -30,9 +30,6 @@ GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_buffer_type(int de
// conduct allreduce operation between devices
GGML_BACKEND_API bool ggml_backend_cuda_allreduce_tensor(ggml_backend_t * backends, struct ggml_tensor ** tensors, size_t n_backends);
-// split tensor buffer that splits matrices by rows across multiple devices
-GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_split_buffer_type(int main_device, const float * tensor_split);
-
// pinned host buffer for use with the CPU backend for faster copies between CPU and GPU
GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cuda_host_buffer_type(void);
diff --git a/ggml/include/ggml-et.h b/ggml/include/ggml-et.h
new file mode 100644
index 0000000000..8b78f39aab
--- /dev/null
+++ b/ggml/include/ggml-et.h
@@ -0,0 +1,28 @@
+#pragma once
+
+#include "ggml.h"
+#include "ggml-backend.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#define GGML_ET_NAME "ET"
+
+// backend API
+GGML_BACKEND_API ggml_guid_t ggml_backend_et_guid(void);
+GGML_BACKEND_API ggml_backend_t ggml_backend_et_init(size_t devidx);
+
+GGML_BACKEND_API bool ggml_backend_is_et(ggml_backend_t backend);
+GGML_BACKEND_API int ggml_backend_et_get_device_count(void);
+GGML_BACKEND_API void ggml_backend_et_get_device_description(int devidx, char * description, size_t description_size);
+GGML_BACKEND_API void ggml_backend_et_get_device_memory(int devidx, size_t * free, size_t * total);
+
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_et_buffer_type(size_t dev_num);
+GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_et_host_buffer_type(void);
+
+GGML_BACKEND_API ggml_backend_reg_t ggml_backend_et_reg(void);
+
+#ifdef __cplusplus
+}
+#endif
diff --git a/ggml/include/ggml-rpc.h b/ggml/include/ggml-rpc.h
index 6fcf5a4339..cbfe400139 100644
--- a/ggml/include/ggml-rpc.h
+++ b/ggml/include/ggml-rpc.h
@@ -6,12 +6,12 @@
extern "C" {
#endif
-#define RPC_PROTO_MAJOR_VERSION 4
+#define RPC_PROTO_MAJOR_VERSION 6
#define RPC_PROTO_MINOR_VERSION 0
#define RPC_PROTO_PATCH_VERSION 0
#ifdef __cplusplus
-static_assert(GGML_OP_COUNT == 96, "GGML_OP_COUNT has changed - update RPC_PROTO_PATCH_VERSION");
+static_assert(GGML_OP_COUNT == 101, "GGML_OP_COUNT has changed - update RPC_PROTO_PATCH_VERSION");
#endif
#define GGML_RPC_MAX_SERVERS 16
diff --git a/ggml/include/ggml-sycl.h b/ggml/include/ggml-sycl.h
index 5ce349a880..418a7ba978 100644
--- a/ggml/include/ggml-sycl.h
+++ b/ggml/include/ggml-sycl.h
@@ -27,6 +27,14 @@ GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_buffer_type(int de
// split tensor buffer that splits matrices by rows across multiple devices
GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_split_buffer_type(const float * tensor_split);
+// Tensor parallelism (--split-mode tensor): comm_init/free/allreduce_tensor
+// trio queried by the meta-backend via ggml_backend_reg_get_proc_address.
+// See typedefs in ggml/include/ggml-backend.h. Mirrors the CUDA backend's
+// pattern (ggml_backend_cuda_comm_*).
+GGML_BACKEND_API void * ggml_backend_sycl_comm_init(ggml_backend_t * backends, size_t n_backends);
+GGML_BACKEND_API void ggml_backend_sycl_comm_free(void * comm_ctx);
+GGML_BACKEND_API bool ggml_backend_sycl_comm_allreduce_tensor(void * comm_ctx, struct ggml_tensor ** tensors);
+
// pinned host buffer for use with the CPU backend for faster copies between CPU and GPU
GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_sycl_host_buffer_type(void);
diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h
index f672526550..5f6774a630 100644
--- a/ggml/include/ggml.h
+++ b/ggml/include/ggml.h
@@ -429,7 +429,8 @@ extern "C" {
GGML_TYPE_MXFP4 = 39, // MXFP4 (1 block)
GGML_TYPE_NVFP4 = 40, // NVFP4 (4 blocks, E4M3 scale)
GGML_TYPE_Q1_0 = 41,
- GGML_TYPE_COUNT = 42,
+ GGML_TYPE_Q2_0 = 42,
+ GGML_TYPE_COUNT = 43,
};
// precision
@@ -473,6 +474,7 @@ extern "C" {
GGML_FTYPE_MOSTLY_MXFP4 = 25, // except 1d tensors
GGML_FTYPE_MOSTLY_NVFP4 = 26, // except 1d tensors
GGML_FTYPE_MOSTLY_Q1_0 = 27, // except 1d tensors
+ GGML_FTYPE_MOSTLY_Q2_0 = 28, // except 1d tensors
};
// available tensor operations:
@@ -535,6 +537,7 @@ extern "C" {
GGML_OP_IM2COL,
GGML_OP_IM2COL_BACK,
GGML_OP_IM2COL_3D,
+ GGML_OP_COL2IM_1D,
GGML_OP_CONV_2D,
GGML_OP_CONV_3D,
GGML_OP_CONV_2D_DW,
@@ -567,6 +570,10 @@ extern "C" {
GGML_OP_RWKV_WKV7,
GGML_OP_SOLVE_TRI,
GGML_OP_GATED_DELTA_NET,
+ GGML_OP_LIGHTNING_INDEXER,
+ GGML_OP_DSV4_HC_COMB,
+ GGML_OP_DSV4_HC_PRE,
+ GGML_OP_DSV4_HC_POST,
GGML_OP_UNARY,
@@ -776,6 +783,10 @@ extern "C" {
GGML_API bool ggml_is_contiguous_1(const struct ggml_tensor * tensor); // contiguous for dims >= 1
GGML_API bool ggml_is_contiguous_2(const struct ggml_tensor * tensor); // contiguous for dims >= 2
+ GGML_API bool ggml_is_contiguous_to_1(const struct ggml_tensor * tensor); // contiguous for dims < 1
+ GGML_API bool ggml_is_contiguous_to_2(const struct ggml_tensor * tensor); // contiguous for dims < 2
+ GGML_API bool ggml_is_contiguous_to_3(const struct ggml_tensor * tensor); // contiguous for dims < 3
+
// returns whether the tensor elements are allocated as one contiguous block of memory (no gaps, but permutation ok)
GGML_API bool ggml_is_contiguously_allocated(const struct ggml_tensor * tensor);
@@ -1713,6 +1724,19 @@ extern "C" {
struct ggml_tensor * a,
int n_past);
+ GGML_API struct ggml_tensor * ggml_clamp(
+ struct ggml_context * ctx,
+ struct ggml_tensor * a,
+ float min,
+ float max);
+
+ // in-place, returns view(a)
+ GGML_API struct ggml_tensor * ggml_clamp_inplace(
+ struct ggml_context * ctx,
+ struct ggml_tensor * a,
+ float min,
+ float max);
+
GGML_API struct ggml_tensor * ggml_soft_max(
struct ggml_context * ctx,
struct ggml_tensor * a);
@@ -1970,14 +1994,14 @@ extern "C" {
float beta_fast,
float beta_slow);
-
- // clamp
- // in-place, returns view(a)
- GGML_API struct ggml_tensor * ggml_clamp(
- struct ggml_context * ctx,
+ // set the offset dims for RoPE
+ // a must be GGML_OP_ROPE or GGML_OP_ROPE_BACK
+ // vision RoPE is not supported
+ // example: (marking: x = rotated, 0 = unrotated)
+ // n_embd = 10, n_dims = 4, offset = 2 --> [00xxxx0000]
+ GGML_API struct ggml_tensor * ggml_rope_set_offset(
struct ggml_tensor * a,
- float min,
- float max);
+ int n_offs);
// im2col
// converts data into a format that effectively results in a convolution when combined with matrix multiplication
@@ -2007,6 +2031,16 @@ extern "C" {
int d1, // dilation dimension 1
bool is_2D);
+ // col2im_1d: scatter-add GEMM columns back to 1D signal
+ // a: [K*OC, T_in] (columns from matmul, K = a->ne[0]/OC)
+ // result: [T_out, OC] where T_out = (T_in - 1)*s0 + K - 2*p0
+ GGML_API struct ggml_tensor * ggml_col2im_1d(
+ struct ggml_context * ctx,
+ struct ggml_tensor * a, // columns [K*OC, T_in]
+ int s0, // stride
+ int oc, // output channels
+ int p0); // padding to crop from both sides
+
GGML_API struct ggml_tensor * ggml_conv_1d(
struct ggml_context * ctx,
struct ggml_tensor * a, // convolution kernel
@@ -2438,7 +2472,8 @@ extern "C" {
struct ggml_tensor * A,
struct ggml_tensor * B,
struct ggml_tensor * C,
- struct ggml_tensor * ids);
+ struct ggml_tensor * ids,
+ int64_t K);
// partition into non-overlapping windows with padding if needed
// example:
@@ -2542,10 +2577,16 @@ extern "C" {
// TODO: add ggml_gated_delta_net_set_bcast() to be able to configure Q, K broadcast type: tiled vs interleaved [TAG_GGML_GDN_BCAST]
// ref: https://github.com/ggml-org/llama.cpp/pull/19468#discussion_r2786394306
//
- // state is a 3D tensor of shape (S_v*S_v*H, K, n_seqs):
- // K == 1: output carries the final state only.
- // K > 1: output carries K snapshot slots; the kernel writes the last min(n_tokens, K)
- // per-token snapshots into the trailing slots
+ // tensor shapes (S_k == S_v, H_v % H_k == 0):
+ // q, k : [S_k, H_k, n_tokens, n_seqs]
+ // v : [S_v, H_v, n_tokens, n_seqs]
+ // g : [1, H_v, n_tokens, n_seqs] (scalar gate) or [S_v, H_v, n_tokens, n_seqs] (KDA)
+ // beta : [1, H_v, n_tokens, n_seqs]
+ // state : [S_v, S_v, H_v, n_seqs] -- initial recurrent state s0
+ //
+ // the output packs the attention scores [S_v, H_v, n_tokens, n_seqs] followed by K state
+ // snapshots, most-recent first (slot 0 = final state, slot s = state s tokens back). K == 1
+ // keeps only the final state; when n_tokens < K only slots 0..n_tokens-1 are written.
GGML_API struct ggml_tensor * ggml_gated_delta_net(
struct ggml_context * ctx,
struct ggml_tensor * q,
@@ -2553,7 +2594,65 @@ extern "C" {
struct ggml_tensor * v,
struct ggml_tensor * g,
struct ggml_tensor * beta,
- struct ggml_tensor * state);
+ struct ggml_tensor * state,
+ int64_t K);
+
+ // DSA lightning indexer
+ //
+ // q: [n_embd_idx, n_head_idx, n_batch, ne3 ]
+ // k: [n_embd_idx, 1, n_kv, ne3 ]
+ // weights: [n_head_idx, n_batch, 1, ne3 ] !! prescaled !!
+ // mask: [n_kv, n_batch, 1, ne33] !! f16 !!
+ // res: [n_kv, n_batch, 1, ne3 ]
+ //
+ // broadcast:
+ // ne3 % ne33 == 0
+ //
+ GGML_API struct ggml_tensor * ggml_lightning_indexer(
+ struct ggml_context * ctx,
+ struct ggml_tensor * q,
+ struct ggml_tensor * k,
+ struct ggml_tensor * weights,
+ struct ggml_tensor * mask);
+
+ // DeepSeek V4 hyper-connections (ref. https://arxiv.org/pdf/2512.24880)
+ // In short these operations are replacements for the original residual connection (x = transformer(x) + x)
+ // using a richer representation through streams.
+ //
+ // hc_comb: mixes [(2 + hc)*hc, n_tokens], scale [3], base [(2 + hc)*hc]
+ // -> [dst_hc, src_hc, n_tokens]
+ // logits[dst, src, t] = mixes[2*hc + dst + hc*src, t]*scale[2]
+ // + base[2*hc + dst + hc*src]
+ // Softmax over dst, add eps, normalize over src, then repeat normalization
+ // over dst followed by src for iterations 1 through n_iter - 1.
+ GGML_API struct ggml_tensor * ggml_dsv4_hc_comb(
+ struct ggml_context * ctx,
+ struct ggml_tensor * mixes,
+ struct ggml_tensor * scale,
+ struct ggml_tensor * base,
+ float eps,
+ int32_t n_iter);
+
+ // hc_pre: x [n_embd, hc, n_tokens], weights [hc, n_tokens] -> [n_embd, n_tokens]
+ // result[i, t] = sum_h x[i, h, t]*weights[h, t]
+ //
+ GGML_API struct ggml_tensor * ggml_dsv4_hc_pre(
+ struct ggml_context * ctx,
+ struct ggml_tensor * x,
+ struct ggml_tensor * weights);
+
+ // hc_post: x [n_embd, n_tokens], residual [n_embd, hc, n_tokens],
+ // post [hc, n_tokens], comb [dst_hc, src_hc, n_tokens]
+ // -> [n_embd, hc, n_tokens]
+ // result[i, dst, t] = x[i, t]*post[dst, t]
+ // + sum_src residual[i, src, t]*comb[dst, src, t]
+ //
+ GGML_API struct ggml_tensor * ggml_dsv4_hc_post(
+ struct ggml_context * ctx,
+ struct ggml_tensor * x,
+ struct ggml_tensor * residual,
+ struct ggml_tensor * post,
+ struct ggml_tensor * comb);
// custom operators
@@ -2703,6 +2802,12 @@ extern "C" {
struct ggml_cgraph * cgraph,
struct ggml_tensor * tensor);
+ // add the tensor and its parents to the graph without marking them for compute
+ // the flag is set later, when the tensor is reached from a node that computes
+ GGML_API void ggml_build_forward_order(
+ struct ggml_cgraph * cgraph,
+ struct ggml_tensor * tensor);
+
GGML_API void ggml_build_backward_expand(
struct ggml_context * ctx, // context for gradient computation
struct ggml_cgraph * cgraph,
diff --git a/ggml/include/gguf.h b/ggml/include/gguf.h
index 67851ba6f1..b3a1e1230a 100644
--- a/ggml/include/gguf.h
+++ b/ggml/include/gguf.h
@@ -125,12 +125,13 @@ extern "C" {
// get ith C string from array with given key_id
GGML_API const char * gguf_get_arr_str (const struct gguf_context * ctx, int64_t key_id, size_t i);
- GGML_API int64_t gguf_get_n_tensors (const struct gguf_context * ctx);
- GGML_API int64_t gguf_find_tensor (const struct gguf_context * ctx, const char * name); // returns -1 if the tensor is not found
- GGML_API size_t gguf_get_tensor_offset(const struct gguf_context * ctx, int64_t tensor_id);
- GGML_API const char * gguf_get_tensor_name (const struct gguf_context * ctx, int64_t tensor_id);
- GGML_API enum ggml_type gguf_get_tensor_type (const struct gguf_context * ctx, int64_t tensor_id);
- GGML_API size_t gguf_get_tensor_size (const struct gguf_context * ctx, int64_t tensor_id);
+ GGML_API int64_t gguf_get_n_tensors (const struct gguf_context * ctx);
+ GGML_API int64_t gguf_find_tensor (const struct gguf_context * ctx, const char * name); // returns -1 if the tensor is not found
+ GGML_API size_t gguf_get_tensor_offset(const struct gguf_context * ctx, int64_t tensor_id);
+ GGML_API const char * gguf_get_tensor_name (const struct gguf_context * ctx, int64_t tensor_id);
+ GGML_API const int64_t * gguf_get_tensor_ne (const struct gguf_context * ctx, int64_t tensor_id); // returns ne, an array of GGML_MAX_DIMS elements; ne[dim] is 1 for dim >= n_dims
+ GGML_API enum ggml_type gguf_get_tensor_type (const struct gguf_context * ctx, int64_t tensor_id);
+ GGML_API size_t gguf_get_tensor_size (const struct gguf_context * ctx, int64_t tensor_id);
// removes key if it exists, returns id that the key had prior to removal (-1 if it didn't exist)
GGML_API int64_t gguf_remove_key(struct gguf_context * ctx, const char * key);
diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt
index c26c3f1470..96535b49fa 100644
--- a/ggml/src/CMakeLists.txt
+++ b/ggml/src/CMakeLists.txt
@@ -222,9 +222,123 @@ if (GGML_SCHED_NO_REALLOC)
target_compile_definitions(ggml-base PUBLIC GGML_SCHED_NO_REALLOC)
endif()
-if (GGML_OPENMP)
+if (GGML_OPENMP_FETCH)
+ if (NOT GGML_OPENMP)
+ message(FATAL_ERROR "GGML_OPENMP_FETCH requires GGML_OPENMP")
+ elseif (NOT WIN32 OR NOT (CMAKE_C_COMPILER_ID MATCHES "Clang"))
+ message(FATAL_ERROR "GGML_OPENMP_FETCH currently requires Clang on Windows")
+ endif()
+
+ set(GGML_OPENMP_LLVM_VERSION "20.1.8")
+ string(REGEX MATCH "^[0-9]+" GGML_OPENMP_LLVM_VERSION_MAJOR "${GGML_OPENMP_LLVM_VERSION}")
+ string(REGEX MATCH "^[0-9]+" GGML_OPENMP_COMPILER_VERSION_MAJOR "${CMAKE_C_COMPILER_VERSION}")
+ if (NOT GGML_OPENMP_COMPILER_VERSION_MAJOR STREQUAL GGML_OPENMP_LLVM_VERSION_MAJOR)
+ message(FATAL_ERROR "LLVM OpenMP ${GGML_OPENMP_LLVM_VERSION} requires Clang ${GGML_OPENMP_LLVM_VERSION_MAJOR}.x")
+ endif()
+
+ string(TOLOWER "${CMAKE_SYSTEM_PROCESSOR}" GGML_OPENMP_SYSTEM_PROCESSOR)
+ if (GGML_OPENMP_SYSTEM_PROCESSOR MATCHES "^(amd64|x86_64)$")
+ set(GGML_OPENMP_ARCH "x64")
+ set(GGML_OPENMP_INSTALLER_SUFFIX "win64")
+ set(GGML_OPENMP_INSTALLER_SHA256 "3197846a2b19063687dd56e93e34cd941e3548d907f23a6131571321bdf9fe7b")
+ elseif (GGML_OPENMP_SYSTEM_PROCESSOR MATCHES "^(aarch64|arm64)$")
+ set(GGML_OPENMP_ARCH "arm64")
+ set(GGML_OPENMP_INSTALLER_SUFFIX "woa64")
+ set(GGML_OPENMP_INSTALLER_SHA256 "7c4ac97eb2ae6b960ca5f9caf3ff6124c8d2a18cc07a7840a4d2ea15537bad8e")
+ else()
+ message(FATAL_ERROR "GGML_OPENMP_FETCH does not support ${CMAKE_SYSTEM_PROCESSOR}")
+ endif()
+
+ set(GGML_OPENMP_CACHE_DIR "${CMAKE_BINARY_DIR}/_deps")
+ set(GGML_OPENMP_ROOT "${GGML_OPENMP_CACHE_DIR}/llvm-openmp-${GGML_OPENMP_LLVM_VERSION}-${GGML_OPENMP_ARCH}")
+ set(GGML_OPENMP_LIBRARY "${GGML_OPENMP_ROOT}/lib/libomp.lib")
+ set(GGML_OPENMP_RUNTIME "${GGML_OPENMP_ROOT}/bin/libomp.dll")
+ set(GGML_OPENMP_HEADER "${GGML_OPENMP_ROOT}/include/omp.h")
+ set(GGML_OPENMP_LICENSE "${GGML_OPENMP_ROOT}/LICENSE.TXT")
+ set(GGML_OPENMP_LICENSE_SHA256 "fdad1758a9e1f9d5a81e18879b3406772115edc92c24bfa36b70c654f325e8e4")
+
+ if (NOT EXISTS "${GGML_OPENMP_LIBRARY}" OR NOT EXISTS "${GGML_OPENMP_RUNTIME}" OR NOT EXISTS "${GGML_OPENMP_HEADER}")
+ find_program(GGML_OPENMP_7Z NAMES 7z 7zz 7za)
+ if (NOT GGML_OPENMP_7Z)
+ message(FATAL_ERROR "GGML_OPENMP_FETCH requires 7-Zip to extract the LLVM installer")
+ endif()
+
+ set(GGML_OPENMP_INSTALLER "${GGML_OPENMP_ROOT}/LLVM-${GGML_OPENMP_LLVM_VERSION}-${GGML_OPENMP_INSTALLER_SUFFIX}.exe")
+ set(GGML_OPENMP_EXTRACT_DIR "${GGML_OPENMP_ROOT}/extract")
+ set(GGML_OPENMP_INSTALLER_URL "https://github.com/llvm/llvm-project/releases/download/llvmorg-${GGML_OPENMP_LLVM_VERSION}/LLVM-${GGML_OPENMP_LLVM_VERSION}-${GGML_OPENMP_INSTALLER_SUFFIX}.exe")
+
+ file(MAKE_DIRECTORY "${GGML_OPENMP_EXTRACT_DIR}")
+ file(DOWNLOAD "${GGML_OPENMP_INSTALLER_URL}" "${GGML_OPENMP_INSTALLER}"
+ EXPECTED_HASH "SHA256=${GGML_OPENMP_INSTALLER_SHA256}"
+ SHOW_PROGRESS
+ STATUS GGML_OPENMP_DOWNLOAD_STATUS)
+ list(GET GGML_OPENMP_DOWNLOAD_STATUS 0 GGML_OPENMP_DOWNLOAD_RESULT)
+ if (NOT GGML_OPENMP_DOWNLOAD_RESULT EQUAL 0)
+ list(GET GGML_OPENMP_DOWNLOAD_STATUS 1 GGML_OPENMP_DOWNLOAD_ERROR)
+ message(FATAL_ERROR "Failed to download LLVM OpenMP: ${GGML_OPENMP_DOWNLOAD_ERROR}")
+ endif()
+
+ execute_process(
+ COMMAND "${GGML_OPENMP_7Z}" e -y "-o${GGML_OPENMP_EXTRACT_DIR}" "${GGML_OPENMP_INSTALLER}" -r libomp.lib libomp.dll omp.h
+ RESULT_VARIABLE GGML_OPENMP_EXTRACT_RESULT
+ OUTPUT_QUIET)
+ if (NOT GGML_OPENMP_EXTRACT_RESULT EQUAL 0 OR
+ NOT EXISTS "${GGML_OPENMP_EXTRACT_DIR}/libomp.lib" OR
+ NOT EXISTS "${GGML_OPENMP_EXTRACT_DIR}/libomp.dll" OR
+ NOT EXISTS "${GGML_OPENMP_EXTRACT_DIR}/omp.h")
+ message(FATAL_ERROR "Failed to extract libomp from ${GGML_OPENMP_INSTALLER}")
+ endif()
+
+ file(MAKE_DIRECTORY "${GGML_OPENMP_ROOT}/lib" "${GGML_OPENMP_ROOT}/bin" "${GGML_OPENMP_ROOT}/include")
+ file(COPY "${GGML_OPENMP_EXTRACT_DIR}/libomp.lib" DESTINATION "${GGML_OPENMP_ROOT}/lib")
+ file(COPY "${GGML_OPENMP_EXTRACT_DIR}/libomp.dll" DESTINATION "${GGML_OPENMP_ROOT}/bin")
+ file(COPY "${GGML_OPENMP_EXTRACT_DIR}/omp.h" DESTINATION "${GGML_OPENMP_ROOT}/include")
+ file(REMOVE_RECURSE "${GGML_OPENMP_INSTALLER}" "${GGML_OPENMP_EXTRACT_DIR}")
+ endif()
+
+ # The NSIS installer embeds LLVM's general license in its UI but does not install it as a file; use OpenMP's license to include its additional notices.
+ if (EXISTS "${GGML_OPENMP_LICENSE}")
+ file(SHA256 "${GGML_OPENMP_LICENSE}" GGML_OPENMP_LICENSE_ACTUAL_SHA256)
+ endif()
+ if (NOT GGML_OPENMP_LICENSE_ACTUAL_SHA256 STREQUAL GGML_OPENMP_LICENSE_SHA256)
+ file(DOWNLOAD "https://raw.githubusercontent.com/llvm/llvm-project/llvmorg-${GGML_OPENMP_LLVM_VERSION}/openmp/LICENSE.TXT" "${GGML_OPENMP_LICENSE}"
+ EXPECTED_HASH "SHA256=${GGML_OPENMP_LICENSE_SHA256}")
+ endif()
+
+ if (COMMAND license_add_file)
+ license_add_file("LLVM OpenMP" "${GGML_OPENMP_LICENSE}")
+ endif()
+
+ add_library(ggml-openmp-c INTERFACE)
+ target_compile_options(ggml-openmp-c INTERFACE "$<$<COMPILE_LANGUAGE:C>:-fopenmp=libomp>")
+ target_include_directories(ggml-openmp-c SYSTEM INTERFACE "${GGML_OPENMP_ROOT}/include")
+ target_link_libraries(ggml-openmp-c INTERFACE "${GGML_OPENMP_LIBRARY}")
+
+ add_library(ggml-openmp-cxx INTERFACE)
+ target_compile_options(ggml-openmp-cxx INTERFACE "$<$<COMPILE_LANGUAGE:CXX>:-fopenmp=libomp>")
+ target_include_directories(ggml-openmp-cxx SYSTEM INTERFACE "${GGML_OPENMP_ROOT}/include")
+ target_link_libraries(ggml-openmp-cxx INTERFACE "${GGML_OPENMP_LIBRARY}")
+
+ set(GGML_OPENMP_RUNTIME_OUTPUT_DIR "${CMAKE_RUNTIME_OUTPUT_DIRECTORY}")
+ if (CMAKE_CONFIGURATION_TYPES)
+ string(APPEND GGML_OPENMP_RUNTIME_OUTPUT_DIR "/$<CONFIG>")
+ endif()
+ add_custom_target(ggml-openmp-runtime ALL
+ COMMAND ${CMAKE_COMMAND} -E make_directory "${GGML_OPENMP_RUNTIME_OUTPUT_DIR}"
+ COMMAND ${CMAKE_COMMAND} -E copy_if_different "${GGML_OPENMP_RUNTIME}" "${GGML_OPENMP_RUNTIME_OUTPUT_DIR}/libomp.dll"
+ COMMAND ${CMAKE_COMMAND} -E copy_if_different "${GGML_OPENMP_LICENSE}" "${GGML_OPENMP_RUNTIME_OUTPUT_DIR}/LICENSE-LLVM-OpenMP")
+ add_dependencies(ggml-base ggml-openmp-runtime)
+ install(FILES "${GGML_OPENMP_RUNTIME}" DESTINATION ${CMAKE_INSTALL_BINDIR})
+ install(FILES "${GGML_OPENMP_LICENSE}" DESTINATION ${CMAKE_INSTALL_BINDIR} RENAME LICENSE-LLVM-OpenMP)
+
+ set(GGML_OPENMP_TARGET_C ggml-openmp-c)
+ set(GGML_OPENMP_TARGET_CXX ggml-openmp-cxx)
+ set(GGML_OPENMP_ENABLED "ON" CACHE INTERNAL "")
+elseif (GGML_OPENMP)
find_package(OpenMP)
if (OpenMP_FOUND)
+ set(GGML_OPENMP_TARGET_C OpenMP::OpenMP_C)
+ set(GGML_OPENMP_TARGET_CXX OpenMP::OpenMP_CXX)
set(GGML_OPENMP_ENABLED "ON" CACHE INTERNAL "")
else()
set(GGML_OPENMP_ENABLED "OFF" CACHE INTERNAL "")
@@ -236,7 +350,7 @@ endif()
if (GGML_OPENMP_ENABLED)
target_compile_definitions(ggml-base PRIVATE GGML_USE_OPENMP)
- target_link_libraries(ggml-base PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
+ target_link_libraries(ggml-base PRIVATE ${GGML_OPENMP_TARGET_C} ${GGML_OPENMP_TARGET_CXX})
endif()
add_library(ggml
@@ -430,7 +544,7 @@ if (GGML_CPU_ALL_VARIANTS)
message(FATAL_ERROR "Unsupported ARM target OS: ${CMAKE_SYSTEM_NAME}")
endif()
elseif (GGML_SYSTEM_ARCH STREQUAL "PowerPC")
- if (CMAKE_SYSTEM_NAME MATCHES "Linux")
+ if (CMAKE_SYSTEM_NAME MATCHES "Linux|AIX")
ggml_add_cpu_backend_variant(power0)
ggml_add_cpu_backend_variant(power7_1 POWER7)
ggml_add_cpu_backend_variant(power7_2 POWER7 VSX)
@@ -438,7 +552,14 @@ if (GGML_CPU_ALL_VARIANTS)
ggml_add_cpu_backend_variant(power8_2 POWER8 VSX)
ggml_add_cpu_backend_variant(power9 POWER9 VSX)
ggml_add_cpu_backend_variant(power10 POWER10 VSX)
- ggml_add_cpu_backend_variant(power11 POWER11 VSX)
+ # POWER11 backend: only if compiler supports -mcpu=power11
+ check_cxx_compiler_flag("-mcpu=power11" GGML_CXX_SUPPORTS_POWER11)
+ if (GGML_CXX_SUPPORTS_POWER11)
+ message(STATUS "Compiler supports -mcpu=power11, enabling POWER11 backend")
+ ggml_add_cpu_backend_variant(power11 POWER11 VSX)
+ else()
+ message(STATUS "Skipping POWER11 backend: compiler does not support -mcpu=power11")
+ endif()
else()
message(FATAL_ERROR "Unsupported PowerPC target OS: ${CMAKE_SYSTEM_NAME}")
endif()
@@ -466,6 +587,7 @@ endif()
ggml_add_backend(BLAS)
ggml_add_backend(CANN)
ggml_add_backend(CUDA)
+ggml_add_backend(ET)
ggml_add_backend(HIP)
ggml_add_backend(METAL)
ggml_add_backend(MUSA)
diff --git a/ggml/src/ggml-alloc.c b/ggml/src/ggml-alloc.c
index 3bda9abbe0..a71838eafc 100644
--- a/ggml/src/ggml-alloc.c
+++ b/ggml/src/ggml-alloc.c
@@ -40,6 +40,7 @@ bool ggml_op_can_inplace(enum ggml_op op) {
case GGML_OP_SILU_BACK:
case GGML_OP_RMS_NORM:
case GGML_OP_RMS_NORM_BACK:
+ case GGML_OP_CLAMP:
case GGML_OP_SOFT_MAX:
case GGML_OP_SOFT_MAX_BACK:
return true;
diff --git a/ggml/src/ggml-backend-impl.h b/ggml/src/ggml-backend-impl.h
index 9c56ec30c5..40cea024c3 100644
--- a/ggml/src/ggml-backend-impl.h
+++ b/ggml/src/ggml-backend-impl.h
@@ -83,6 +83,7 @@ extern "C" {
GGML_API ggml_backend_buffer_t ggml_backend_multi_buffer_alloc_buffer(ggml_backend_buffer_t * buffers, size_t n_buffers);
GGML_API bool ggml_backend_buffer_is_multi_buffer(ggml_backend_buffer_t buffer);
GGML_API void ggml_backend_multi_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
+ GGML_API void ggml_backend_meta_buffer_set_usage (ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
//
// Backend (meta)
diff --git a/ggml/src/ggml-backend-meta.cpp b/ggml/src/ggml-backend-meta.cpp
index 8c44c3e44a..3ec40fb1af 100644
--- a/ggml/src/ggml-backend-meta.cpp
+++ b/ggml/src/ggml-backend-meta.cpp
@@ -132,6 +132,7 @@ static void ggml_backend_meta_device_get_props(ggml_backend_dev_t dev, ggml_back
/* .host_buffer = */ false, // Not implemented.
/* .buffer_from_host_ptr = */ false, // Not implemented.
/* .events = */ false, // Not implemented.
+ /* .mmap_support = */ true,
};
for (ggml_backend_dev_t simple_dev : meta_dev_ctx->simple_devs) {
ggml_backend_dev_props tmp_props;
@@ -140,6 +141,7 @@ static void ggml_backend_meta_device_get_props(ggml_backend_dev_t dev, ggml_back
props->caps.host_buffer = props->caps.host_buffer && tmp_props.caps.host_buffer;
props->caps.buffer_from_host_ptr = props->caps.buffer_from_host_ptr && tmp_props.caps.buffer_from_host_ptr;
props->caps.events = props->caps.events && tmp_props.caps.events;
+ props->caps.mmap_support = props->caps.mmap_support && tmp_props.caps.mmap_support;
}
}
@@ -590,7 +592,18 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
GGML_ASSERT(split_states_equal(src_ss[0], src_ss[1]));
return {assume_sync ? GGML_BACKEND_SPLIT_AXIS_MIRRORED : GGML_BACKEND_SPLIT_AXIS_PARTIAL, {0}, {1}, 1};
}
- GGML_ABORT("fatal error");
+ if (src_ss[0].axis == src_ss[1].axis && src_ss[0].axis >= GGML_BACKEND_SPLIT_AXIS_2 &&
+ src_ss[0].axis < GGML_MAX_DIMS) {
+ GGML_ASSERT(split_states_equal(src_ss[0], src_ss[1]));
+ return src_ss[0];
+ }
+ // batched matmul with the batches split across devices and a replicated activation
+ if (src_ss[0].axis >= GGML_BACKEND_SPLIT_AXIS_2 && src_ss[0].axis < GGML_MAX_DIMS &&
+ src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) {
+ return src_ss[0];
+ }
+ GGML_ABORT("unsupported mul_mat split states: node=%s src0=%s axis=%d src1=%s axis=%d",
+ tensor->name, tensor->src[0]->name, (int) src_ss[0].axis, tensor->src[1]->name, (int) src_ss[1].axis);
//return {GGML_BACKEND_SPLIT_AXIS_UNKNOWN, {0}, {1}, 1};
};
@@ -600,27 +613,40 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
case GGML_BACKEND_SPLIT_AXIS_1:
case GGML_BACKEND_SPLIT_AXIS_2:
case GGML_BACKEND_SPLIT_AXIS_3: {
- GGML_ASSERT(src_ss[0].n_segments == 1);
- if (src_ss[0].axis == ggml_n_dims(tensor->src[0]) - 1 && src_ss[0].nr[0] == 1) {
- return {ggml_backend_meta_split_axis(ggml_n_dims(tensor) - 1), {0}, {1}, 1};
- }
- int64_t base_ne_in = tensor->src[0]->ne[0];
- for (int dim = 1; dim <= src_ss[0].axis; dim++) {
+ int64_t base_ne_in = 1;
+ for (int dim = 0; dim <= src_ss[0].axis; dim++) {
base_ne_in *= tensor->src[0]->ne[dim];
}
- base_ne_in /= src_ss[0].nr[0];
+ if (src_ss[0].n_segments == 1) {
+ base_ne_in /= src_ss[0].nr[0];
+ if (src_ss[0].axis == ggml_n_dims(tensor->src[0]) - 1 && src_ss[0].nr[0] == 1) {
+ return {ggml_backend_meta_split_axis(ggml_n_dims(tensor) - 1), {0}, {1}, 1};
+ }
+ if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_0 && tensor->ne[0] == tensor->src[0]->ne[0] &&
+ tensor->ne[1] == 1 && src_ss[0].nr[0] == 1) {
+ bool complete_rows = true;
+ for (size_t j = 0; j < n_bufs; j++) {
+ const int64_t ne = src_ss[0].ne[j];
+ complete_rows = complete_rows && (ne == 0 || ne == tensor->src[0]->ne[0]);
+ }
+ if (complete_rows) {
+ // Move a complete dim-0 split to the following singleton dimension.
+ return {GGML_BACKEND_SPLIT_AXIS_1, {0}, {1}, 1};
+ }
+ }
+ }
+ // Reshape outputs use one segment; split-state propagation merges source segments.
int64_t base_ne_out = 1;
for (int dim = 0; dim < GGML_MAX_DIMS; dim++) {
- const int64_t base_ne_out_next = base_ne_out *= tensor->ne[dim];
- if (base_ne_out_next % base_ne_in == 0) {
- return {ggml_backend_meta_split_axis(dim), {0}, {uint32_t(base_ne_out_next/base_ne_in)}, 1};
+ base_ne_out *= tensor->ne[dim];
+ if (base_ne_out % base_ne_in == 0) {
+ return {ggml_backend_meta_split_axis(dim), {0}, {uint32_t(base_ne_out/base_ne_in)}, 1};
}
- if (base_ne_out_next > base_ne_in) {
+ if (base_ne_out > base_ne_in) {
GGML_ASSERT(src_ss[0].n_segments == 1);
GGML_ASSERT(src_ss[0].nr[0] == 1);
return {ggml_backend_meta_split_axis(dim), {0}, {1}, 1};
}
- base_ne_out = base_ne_out_next;
}
GGML_ABORT("shape mismatch for %s", ggml_op_name(tensor->op));
}
@@ -745,14 +771,33 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
};
auto handle_flash_attn_ext = [&](const std::vector<ggml_backend_meta_split_state> & src_ss) -> ggml_backend_meta_split_state {
- GGML_ASSERT( src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_2);
- GGML_ASSERT( src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_2);
- GGML_ASSERT( src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_2);
- GGML_ASSERT(tensor->src[4] == nullptr || src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+ GGML_ASSERT(tensor->src[3] == nullptr || src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+
+ if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED) {
+ GGML_ASSERT(src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+ GGML_ASSERT(src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+ GGML_ASSERT(tensor->src[4] == nullptr || src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+ return {GGML_BACKEND_SPLIT_AXIS_MIRRORED, {0}, {1}, 1};
+ }
+
+ GGML_ASSERT(src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_2);
+ const bool kv_split = src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_2 &&
+ src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_2;
+ const bool kv_mirrored = src_ss[1].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED &&
+ src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED;
+ GGML_ASSERT(kv_split || kv_mirrored);
GGML_ASSERT(tensor->src[4] == nullptr || src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_0);
return {GGML_BACKEND_SPLIT_AXIS_1, {0}, {1}, 1};
};
+ auto handle_lightning_indexer = [&](
+ const std::vector<ggml_backend_meta_split_state> & src_ss) -> ggml_backend_meta_split_state {
+ for (size_t i = 0; i < 4; i++) {
+ GGML_ASSERT(src_ss[i].axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+ }
+ return {GGML_BACKEND_SPLIT_AXIS_MIRRORED, {0}, {1}, 1};
+ };
+
auto handle_ssm_conv = [&](const std::vector<ggml_backend_meta_split_state> & src_ss) -> ggml_backend_meta_split_state {
if (src_ss[0].axis == src_ss[1].axis) {
if (src_ss[0].axis == GGML_BACKEND_SPLIT_AXIS_0) {
@@ -776,8 +821,8 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
GGML_ASSERT(src_ss[2].axis == GGML_BACKEND_SPLIT_AXIS_1);
GGML_ASSERT(src_ss[3].axis == GGML_BACKEND_SPLIT_AXIS_1);
GGML_ASSERT(src_ss[4].axis == GGML_BACKEND_SPLIT_AXIS_1);
- // state shape is (S_v*S_v*H, K, n_seqs); the heads dim is nested inside axis 0,
- // so a head-aligned split on the input cache reshapes to axis 0 here (not axis 2).
+ // state shape is [S_v, S_v, H_v, n_seqs] (s0 only); the heads dim is its own axis 2,
+ // so a head-aligned split on the input cache lands on axis 2 here.
GGML_ASSERT(src_ss[5].axis == GGML_BACKEND_SPLIT_AXIS_2 || src_ss[5].axis == GGML_BACKEND_SPLIT_AXIS_1 || src_ss[5].axis == GGML_BACKEND_SPLIT_AXIS_0);
return {GGML_BACKEND_SPLIT_AXIS_0, {0}, {1}, 1};
};
@@ -790,7 +835,7 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
ggml_backend_dev_t dev = ggml_backend_buft_get_device(ggml_backend_buffer_get_type(tensor->buffer));
const ggml_backend_meta_device_context * dev_ctx = (const ggml_backend_meta_device_context *) dev->context;
ggml_backend_meta_split_state ret = dev_ctx->get_split_state(tensor, dev_ctx->get_split_state_ud);
- if (ret.axis >= 0 && ret.axis <= GGML_MAX_DIMS) {
+ if (ret.axis >= 0 && ret.axis < GGML_MAX_DIMS) {
const int64_t granularity = ret.axis == GGML_BACKEND_SPLIT_AXIS_0 ? ggml_blck_size(tensor->type) : 1;
int64_t ne_sum = 0;
for (size_t s = 0; s < ret.n_segments; s++) {
@@ -800,6 +845,9 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
}
}
GGML_ASSERT(ne_sum == tensor->ne[ret.axis]);
+ } else if (ret.axis == GGML_BACKEND_SPLIT_AXIS_PARTIAL) {
+ GGML_ASSERT(ret.n_segments == 1);
+ GGML_ASSERT(ret.nr[0] == 1);
}
return ret;
}
@@ -920,7 +968,7 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
split_state = handle_rope(src_ss);
} break;
case GGML_OP_ROPE_BACK: {
- split_state = handle_generic(src_ss, /*scalar_only =*/ true);
+ split_state = handle_rope(src_ss);
} break;
case GGML_OP_CLAMP: {
split_state = handle_generic(src_ss, /*scalar_only =*/ false);
@@ -984,6 +1032,14 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
case GGML_OP_GATED_DELTA_NET: {
split_state = handle_gated_delta_net(src_ss);
} break;
+ case GGML_OP_LIGHTNING_INDEXER: {
+ split_state = handle_lightning_indexer(src_ss);
+ } break;
+ case GGML_OP_DSV4_HC_COMB:
+ case GGML_OP_DSV4_HC_PRE:
+ case GGML_OP_DSV4_HC_POST: {
+ split_state = handle_generic(src_ss, /*scalar_only =*/ true);
+ } break;
case GGML_OP_UNARY: {
split_state = handle_generic(src_ss, /*scalar_only =*/ false);
} break;
@@ -1063,13 +1119,14 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
if (buf_ctx->debug > 0) {
std::string srcs_info;
for (size_t i = 0; i < GGML_MAX_SRC; i++) {
- if (tensor->src[i] == nullptr) {
+ if (tensor->src[i] == nullptr || tensor->src[i] == tensor) {
continue;
}
if (!srcs_info.empty()) {
srcs_info += ", ";
}
- const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor->src[0], true);
+ const ggml_backend_meta_split_state split_state =
+ ggml_backend_meta_get_split_state(tensor->src[i], true);
GGML_ASSERT(split_state.n_segments == 1);
const char * axis_name = ggml_backend_meta_split_axis_name(split_state.axis);
std::string ne_info;
@@ -1111,7 +1168,6 @@ static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(
}
static struct ggml_backend_meta_split_state ggml_backend_meta_get_split_state(const struct ggml_tensor * tensor, bool assume_sync) {
- GGML_ASSERT(ggml_backend_buffer_is_meta(tensor->buffer));
ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) tensor->buffer->context;
return ggml_backend_meta_get_split_state(buf_ctx->get_simple_tensor_container(tensor), tensor, assume_sync);
}
@@ -1144,6 +1200,11 @@ static enum ggml_status ggml_backend_meta_buffer_init_tensor_impl(ggml_backend_m
ggml_context * simple_ctx = stc.ctxs[j].get();
ggml_backend_buffer_t simple_buf = buf_ctx->bufs[j].get();
+ if ((simple_buf != nullptr) && ggml_backend_buffer_is_multi_buffer(simple_buf)) {
+ // see https://github.com/ggml-org/llama.cpp/issues/22197
+ GGML_ABORT("multi buffers are not supported by the meta backend");
+ }
+
if (split_dim >= 0 && split_dim < GGML_MAX_DIMS) {
// TODO: the following assert fails for llama-parallel even though the results are correct:
// GGML_ASSERT(ggml_is_contiguously_allocated(tensor));
@@ -1197,7 +1258,14 @@ static enum ggml_status ggml_backend_meta_buffer_init_tensor_impl(ggml_backend_m
t_ij->data = (char *) ggml_backend_buffer_get_base(simple_buf)
+ size_t(tensor->data) - size_t(ggml_backend_buffer_get_base(tensor->buffer));
}
- t_ij->extra = tensor->extra;
+
+ if (simple_buf) {
+ // the backend that owns the buffer will set .extra
+ ggml_backend_buffer_init_tensor(simple_buf, t_ij);
+ } else {
+ t_ij->extra = tensor->extra;
+ }
+
for (int i = 0; i < GGML_MAX_SRC; i++) {
t_ij->src[i] = tensor->src[i];
if (tensor->src[i] == tensor) {
@@ -1243,11 +1311,112 @@ static enum ggml_status ggml_backend_meta_buffer_init_tensor(ggml_backend_buffer
return ggml_backend_meta_buffer_init_tensor_impl(buf_ctx->get_simple_tensor_container(tensor), tensor);
}
+static void ggml_backend_meta_buffer_memset_tensor(
+ ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+ const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(buffer);
+ const ggml_backend_meta_split_state split_state =
+ ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false);
+ GGML_ASSERT(ggml_is_contiguous(tensor) || split_state.axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
+
+ if (split_state.n_segments != 1 || split_state.nr[0] != 1) {
+ GGML_ASSERT(split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS);
+ GGML_ASSERT(split_state.nr[0] != 0);
+ GGML_ASSERT(tensor->ne[3] == 1);
+
+ std::vector<size_t> simple_offsets(n_bufs, 0);
+ if (split_state.axis == GGML_BACKEND_SPLIT_AXIS_0) {
+ GGML_ASSERT(tensor->ne[2] == 1);
+
+ const size_t row_stride = tensor->nb[1];
+ GGML_ASSERT(offset % row_stride == 0);
+ GGML_ASSERT(size % row_stride == 0);
+ const int64_t row_start = offset / row_stride;
+ const int64_t row_count = size / row_stride;
+ GGML_ASSERT(row_start + row_count <= tensor->ne[1]);
+
+ const int64_t blck_size = ggml_blck_size(tensor->type);
+ for (size_t s = 0; s < split_state.n_segments; s++) {
+ for (size_t r = 0; r < split_state.nr[s]; r++) {
+ for (size_t j = 0; j < n_bufs; j++) {
+ ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j);
+ GGML_ASSERT(split_state.ne[s*n_bufs + j] % blck_size == 0);
+ const size_t nbytes = split_state.ne[s*n_bufs + j]/blck_size * tensor->nb[0];
+ for (int64_t row = 0; row < row_count; row++) {
+ ggml_backend_tensor_memset(simple_tensor, value,
+ simple_offsets[j] + (row_start + row)*simple_tensor->nb[1], nbytes);
+ }
+ simple_offsets[j] += nbytes;
+ }
+ }
+ }
+ return;
+ }
+
+ GGML_ASSERT(split_state.axis == GGML_BACKEND_SPLIT_AXIS_1);
+
+ const size_t row_stride = tensor->nb[2];
+ GGML_ASSERT(offset % row_stride == 0);
+ GGML_ASSERT(size % row_stride == 0);
+ const int64_t row_start = offset / row_stride;
+ const int64_t row_count = size / row_stride;
+ GGML_ASSERT(row_start + row_count <= tensor->ne[2]);
+
+ for (size_t s = 0; s < split_state.n_segments; s++) {
+ for (size_t r = 0; r < split_state.nr[s]; r++) {
+ for (size_t j = 0; j < n_bufs; j++) {
+ ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j);
+ const size_t nbytes = split_state.ne[s*n_bufs + j] * tensor->nb[1];
+ for (int64_t row = 0; row < row_count; row++) {
+ ggml_backend_tensor_memset(simple_tensor, value,
+ simple_offsets[j] + (row_start + row)*simple_tensor->nb[2], nbytes);
+ }
+ simple_offsets[j] += nbytes;
+ }
+ }
+ }
+ return;
+ }
+
+ switch (split_state.axis) {
+ case GGML_BACKEND_SPLIT_AXIS_0:
+ case GGML_BACKEND_SPLIT_AXIS_1:
+ case GGML_BACKEND_SPLIT_AXIS_2: {
+ const size_t chunk_size_full = tensor->nb[split_state.axis + 1];
+ GGML_ASSERT(offset % chunk_size_full == 0);
+ GGML_ASSERT(size % chunk_size_full == 0);
+ const int64_t i_start = offset / chunk_size_full;
+ const int64_t i_stop = (offset + size) / chunk_size_full;
+ for (size_t j = 0; j < n_bufs; j++) {
+ ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j);
+ const size_t chunk_size = simple_tensor->nb[split_state.axis + 1];
+ if (chunk_size == 0) {
+ continue;
+ }
+ for (int64_t i = i_start; i < i_stop; i++) {
+ ggml_backend_tensor_memset(simple_tensor, value, i*chunk_size, chunk_size);
+ }
+ }
+ } break;
+ case GGML_BACKEND_SPLIT_AXIS_PARTIAL: {
+ GGML_ASSERT(value == 0);
+ [[fallthrough]];
+ }
+ case GGML_BACKEND_SPLIT_AXIS_MIRRORED: {
+ for (size_t j = 0; j < n_bufs; j++) {
+ ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j);
+ ggml_backend_tensor_memset(simple_tensor, value, offset, size);
+ }
+ } break;
+ default: {
+ GGML_ABORT("fatal error");
+ }
+ }
+}
+
static void ggml_backend_meta_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(buffer);
- GGML_ASSERT(ggml_is_contiguous(tensor));
-
const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false);
+ GGML_ASSERT(ggml_is_contiguous(tensor) || split_state.axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
if (split_state.n_segments != 1 || split_state.nr[0] != 1) {
GGML_ASSERT(split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS);
@@ -1341,15 +1510,29 @@ static void ggml_backend_meta_buffer_set_tensor(ggml_backend_buffer_t buffer, gg
} break;
case GGML_BACKEND_SPLIT_AXIS_PARTIAL: {
GGML_ASSERT(tensor->type == GGML_TYPE_F32);
- const int64_t ne = ggml_nelements(tensor);
- std::vector<float> tmp;
- tmp.reserve(ne);
- for (int64_t i = 0; i < ne; i++) {
- tmp.push_back(((const float *) data)[i] / n_bufs);
+ GGML_ASSERT(offset % sizeof(float) == 0);
+ GGML_ASSERT(size % sizeof(float) == 0);
+ const size_t n_values = size / sizeof(float);
+ size_t n_contributors = 0;
+ for (size_t j = 0; j < n_bufs; j++) {
+ n_contributors += split_state.ne[j] != 0;
+ }
+ const bool has_contributor_mask = n_contributors != 0;
+ if (!has_contributor_mask) {
+ n_contributors = n_bufs;
+ }
+ std::vector<float> tmp(n_values);
+ for (size_t i = 0; i < n_values; i++) {
+ tmp[i] = ((const float *) data)[i] / n_contributors;
+ }
+ std::vector<float> zero;
+ if (has_contributor_mask) {
+ zero.resize(n_values, 0.0f);
}
for (size_t j = 0; j < n_bufs; j++) {
ggml_tensor * simple_tensor = ggml_backend_meta_buffer_simple_tensor(tensor, j);
- ggml_backend_tensor_set(simple_tensor, tmp.data(), offset, size);
+ const float * partial = has_contributor_mask && split_state.ne[j] == 0 ? zero.data() : tmp.data();
+ ggml_backend_tensor_set(simple_tensor, partial, offset, size);
}
} break;
default: {
@@ -1360,9 +1543,8 @@ static void ggml_backend_meta_buffer_set_tensor(ggml_backend_buffer_t buffer, gg
static void ggml_backend_meta_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
const size_t n_bufs = ggml_backend_meta_buffer_n_bufs(buffer);
- GGML_ASSERT(ggml_is_contiguous(tensor));
-
const ggml_backend_meta_split_state split_state = ggml_backend_meta_get_split_state(tensor, /*assume_sync =*/ false);
+ GGML_ASSERT(ggml_is_contiguous(tensor) || split_state.axis == GGML_BACKEND_SPLIT_AXIS_MIRRORED);
if (split_state.n_segments != 1 || split_state.nr[0] != 1) {
GGML_ASSERT(split_state.axis >= 0 && split_state.axis < GGML_MAX_DIMS);
@@ -1478,7 +1660,7 @@ static const ggml_backend_buffer_i ggml_backend_meta_buffer_iface = {
/* .free_buffer = */ ggml_backend_meta_buffer_free_buffer,
/* .get_base = */ ggml_backend_meta_buffer_get_base,
/* .init_tensor = */ ggml_backend_meta_buffer_init_tensor,
- /* .memset_tensor = */ nullptr, // TODO implement
+ /* .memset_tensor = */ ggml_backend_meta_buffer_memset_tensor,
/* .set_tensor = */ ggml_backend_meta_buffer_set_tensor,
/* .get_tensor = */ ggml_backend_meta_buffer_get_tensor,
/* .set_tensor_2d = */ nullptr,
@@ -1492,6 +1674,16 @@ bool ggml_backend_buffer_is_meta(ggml_backend_buffer_t buf) {
return buf != nullptr && buf->iface.free_buffer == ggml_backend_meta_buffer_iface.free_buffer;
}
+void ggml_backend_meta_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage) {
+ GGML_ASSERT(ggml_backend_buffer_is_meta(buffer));
+ ggml_backend_meta_buffer_context * buf_ctx = (ggml_backend_meta_buffer_context *) buffer->context;
+ for (size_t i = 0; i < buf_ctx->bufs.size(); i++) {
+ if (buf_ctx->bufs[i]) {
+ ggml_backend_buffer_set_usage(buf_ctx->bufs[i].get(), usage);
+ }
+ }
+}
+
static ggml_backend_buffer_t ggml_backend_meta_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
const size_t n_simple_bufts = ggml_backend_meta_buft_n_bufts(buft);
@@ -1831,7 +2023,7 @@ static enum ggml_status ggml_backend_meta_graph_compute(ggml_backend_t backend,
{
// For MoE models it may make sense to delay the AllReduce in order to reduce I/O:
- auto get_i_delayed = [&](const int i) -> int {
+ auto get_i_delayed_branch = [&](const int i) -> int {
int id = i; // i_delayed
int idr = i; // i_delayed return, last safe return value
@@ -1931,6 +2123,62 @@ static enum ggml_status ggml_backend_meta_graph_compute(ggml_backend_t backend,
return idr;
};
+ // AllReduce(a) + AllReduce(b) == AllReduce(a + b) for independent partial branches.
+ auto get_i_delayed = [&](const int i) -> int {
+ const int i_delayed = get_i_delayed_branch(i);
+ ggml_tensor * node = cgraph->nodes[i_delayed];
+
+ if (ggml_node_get_use_count(cgraph, i_delayed) != 1) {
+ return i_delayed;
+ }
+
+ for (int id = i_delayed + 1; id < cgraph->n_nodes; id++) {
+ ggml_tensor * next = cgraph->nodes[id];
+ if (next->view_src == node) {
+ return i_delayed;
+ }
+ for (int s = 0; s < GGML_MAX_SRC; s++) {
+ if (next->src[s] == node) {
+ return i_delayed;
+ }
+ }
+
+ if (next->view_src != nullptr && next->view_src->op == GGML_OP_NONE && ggml_backend_buffer_is_host(next->view_src->buffer)) {
+ continue;
+ }
+ if (ggml_backend_meta_get_split_state(next, false).axis != GGML_BACKEND_SPLIT_AXIS_PARTIAL) {
+ continue;
+ }
+
+ const int i_other = id;
+ const int i_other_delayed = get_i_delayed_branch(i_other);
+ ggml_tensor * other = cgraph->nodes[i_other_delayed];
+ if (ggml_node_get_use_count(cgraph, i_other_delayed) != 1 || i_other_delayed + 1 >= cgraph->n_nodes) {
+ return i_delayed;
+ }
+
+ ggml_tensor * sum = cgraph->nodes[i_other_delayed + 1];
+ if (sum->op != GGML_OP_ADD ||
+ !ggml_are_same_shape(node, other) || node->type != other->type || sum->type != node->type ||
+ !((sum->src[0] == node && sum->src[1] == other) ||
+ (sum->src[0] == other && sum->src[1] == node)) ||
+ ggml_backend_meta_get_split_state(sum, false).axis != GGML_BACKEND_SPLIT_AXIS_MIRRORED) {
+ return i_delayed;
+ }
+
+ for (size_t j = 0; j < n_backends; j++) {
+ auto & bcj = backend_ctx->backend_configs[j];
+ const bool compute = bcj.nodes[i]->flags & GGML_TENSOR_FLAG_COMPUTE;
+ const bool compute_other = bcj.nodes[i_other]->flags & GGML_TENSOR_FLAG_COMPUTE;
+ if (compute != compute_other) {
+ return i_delayed;
+ }
+ }
+ return i_other_delayed + 1;
+ }
+ return i_delayed;
+ };
+
int i_start = 0;
for (int i = 0; i < cgraph->n_nodes; i++) {
ggml_tensor * node = cgraph->nodes[i];
diff --git a/ggml/src/ggml-backend-reg.cpp b/ggml/src/ggml-backend-reg.cpp
index 8165ae2c8b..e595946707 100644
--- a/ggml/src/ggml-backend-reg.cpp
+++ b/ggml/src/ggml-backend-reg.cpp
@@ -86,6 +86,10 @@
#include "ggml-openvino.h"
#endif
+#ifdef GGML_USE_ET
+#include "ggml-et.h"
+#endif
+
namespace fs = std::filesystem;
static std::string path_str(const fs::path & path) {
@@ -161,6 +165,9 @@ struct ggml_backend_registry {
#ifdef GGML_USE_OPENVINO
register_backend(ggml_backend_openvino_reg());
#endif
+#ifdef GGML_USE_ET
+ register_backend(ggml_backend_et_reg());
+#endif
#ifdef GGML_USE_CPU
register_backend(ggml_backend_cpu_reg());
#endif
diff --git a/ggml/src/ggml-backend.cpp b/ggml/src/ggml-backend.cpp
index 87615921c0..e519bdf50a 100644
--- a/ggml/src/ggml-backend.cpp
+++ b/ggml/src/ggml-backend.cpp
@@ -182,6 +182,8 @@ void ggml_backend_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backe
// FIXME: add a generic callback to the buffer interface
if (ggml_backend_buffer_is_multi_buffer(buffer)) {
ggml_backend_multi_buffer_set_usage(buffer, usage);
+ } else if (ggml_backend_buffer_is_meta(buffer)) {
+ ggml_backend_meta_buffer_set_usage(buffer, usage);
}
}
@@ -765,8 +767,9 @@ struct ggml_backend_sched_split {
int backend_id;
int i_start;
int i_end;
- struct ggml_tensor * inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+ struct ggml_tensor ** inputs;
int n_inputs;
+ int inputs_capacity;
// graph view of this split
struct ggml_cgraph graph;
};
@@ -805,8 +808,9 @@ struct ggml_backend_sched {
int cur_copy;
int next_copy;
ggml_backend_event_t events[GGML_SCHED_MAX_BACKENDS][GGML_SCHED_MAX_COPIES];
- struct ggml_tensor * graph_inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+ struct ggml_tensor ** graph_inputs;
int n_graph_inputs;
+ int graph_inputs_capacity;
struct ggml_context * ctx;
@@ -832,6 +836,36 @@ struct ggml_backend_sched {
#define tensor_id_copy(id, backend_id, copy_id) sched->hv_tensor_copies[(id) * sched->n_backends * sched->n_copies + (backend_id) * sched->n_copies + (copy_id)]
#define tensor_copy(tensor, backend_id, copy_id) tensor_id_copy(hash_id(tensor), backend_id, copy_id)
+static void ggml_backend_sched_split_inputs_grow(struct ggml_backend_sched_split * split) {
+ int new_cap = GGML_SCHED_MAX_SPLIT_INPUTS;
+ if (split->inputs_capacity > 0) {
+ new_cap = 2*split->inputs_capacity;
+ GGML_LOG_WARN("%s: increasing split inputs capacity from %d to %d\n", __func__, split->inputs_capacity, new_cap);
+ }
+ auto * pnew = (struct ggml_tensor **) realloc((void *) split->inputs, new_cap * sizeof(struct ggml_tensor *));
+ if (pnew == NULL) {
+ GGML_LOG_ERROR("%s: failed to allocate %zu bytes\n", __func__, new_cap * sizeof(struct ggml_tensor *));
+ GGML_ABORT("failed to grow split inputs container");
+ }
+ split->inputs = pnew;
+ split->inputs_capacity = new_cap;
+}
+
+static void ggml_backend_sched_graph_inputs_grow(ggml_backend_sched_t sched) {
+ int new_cap = GGML_SCHED_MAX_SPLIT_INPUTS;
+ if (sched->graph_inputs_capacity > 0) {
+ new_cap = 2*sched->graph_inputs_capacity;
+ GGML_LOG_WARN("%s: increasing graph inputs capacity from %d to %d\n", __func__, sched->graph_inputs_capacity, new_cap);
+ }
+ auto * pnew = (struct ggml_tensor **) realloc((void *) sched->graph_inputs, new_cap * sizeof(struct ggml_tensor *));
+ if (pnew == NULL) {
+ GGML_LOG_ERROR("%s: failed to allocate %zu bytes\n", __func__, new_cap * sizeof(struct ggml_tensor *));
+ GGML_ABORT("failed to grow graph inputs container");
+ }
+ sched->graph_inputs = pnew;
+ sched->graph_inputs_capacity = new_cap;
+}
+
// returns the priority of the backend, lower id is higher priority
static int ggml_backend_sched_backend_id(ggml_backend_sched_t sched, ggml_backend_t backend) {
for (int i = 0; i < sched->n_backends; i++) {
@@ -906,26 +940,35 @@ static int ggml_backend_sched_backend_id_from_cur(ggml_backend_sched_t sched, st
}
// operations with weights are preferably run on the same backend as the weights
- for (int i = 0; i < GGML_MAX_SRC; i++) {
- const struct ggml_tensor * src = tensor->src[i];
- if (src == NULL) {
- continue;
- }
- // skip ROPE since the rope freqs tensor is too small to choose a backend based on it
- // not an ideal solution
- if (tensor->op != GGML_OP_ROPE && src->buffer != NULL && src->buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS) {
- int src_backend_id = ggml_backend_sched_backend_from_buffer(sched, src, tensor);
- // check if a backend with higher prio wants to offload the op
- if (sched->op_offload && src_backend_id == sched->n_backends - 1 && ggml_backend_buffer_is_host(src->buffer)) {
- for (int b = 0; b < src_backend_id; b++) {
- if (ggml_backend_supports_op(sched->backends[b], tensor) && ggml_backend_offload_op(sched->backends[b], tensor)) {
- SET_CAUSE(tensor, "1.off");
- return b;
+ // TODO: there are exceptions (see below) - not an ideal solution
+ bool allow = true;
+
+ // skip ROPE since the rope freqs tensor is too small to choose a backend based on it
+ allow = allow && tensor->op != GGML_OP_ROPE;
+
+ // skip FLASH_ATTN_EXT since the sinks tensor is too small to choose a based based on it
+ allow = allow && tensor->op != GGML_OP_FLASH_ATTN_EXT;
+
+ if (allow) {
+ for (int i = 0; i < GGML_MAX_SRC; i++) {
+ const struct ggml_tensor * src = tensor->src[i];
+ if (src == NULL) {
+ continue;
+ }
+ if (src->buffer != NULL && src->buffer->usage == GGML_BACKEND_BUFFER_USAGE_WEIGHTS) {
+ int src_backend_id = ggml_backend_sched_backend_from_buffer(sched, src, tensor);
+ // check if a backend with higher prio wants to offload the op
+ if (sched->op_offload && src_backend_id == sched->n_backends - 1 && ggml_backend_buffer_is_host(src->buffer)) {
+ for (int b = 0; b < src_backend_id; b++) {
+ if (ggml_backend_supports_op(sched->backends[b], tensor) && ggml_backend_offload_op(sched->backends[b], tensor)) {
+ SET_CAUSE(tensor, "1.off");
+ return b;
+ }
}
}
+ SET_CAUSE(tensor, "1.wgt%d", i);
+ return src_backend_id;
}
- SET_CAUSE(tensor, "1.wgt%d", i);
- return src_backend_id;
}
}
@@ -1288,7 +1331,7 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
}
// check if the split has too many inputs
// FIXME: count the number of inputs instead of only checking when full
- if (split->n_inputs == GGML_SCHED_MAX_SPLIT_INPUTS) {
+ if (split->n_inputs >= split->inputs_capacity) {
const size_t id = hash_id(src);
int src_backend_id = sched->hv_tensor_backend_ids[id];
bool supported = ggml_backend_sched_buffer_supported(sched, src, cur_backend_id);
@@ -1304,10 +1347,14 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
split->i_end = i;
i_split++;
if (i_split >= sched->splits_capacity) {
+ int old_cap = sched->splits_capacity;
sched->splits_capacity *= 2;
sched->splits = (ggml_backend_sched_split *)
realloc(sched->splits, sched->splits_capacity * sizeof(struct ggml_backend_sched_split));
GGML_ASSERT(sched->splits != NULL);
+ for (int k = old_cap; k < sched->splits_capacity; k++) {
+ memset(&sched->splits[k], 0, sizeof(struct ggml_backend_sched_split));
+ }
}
split = &sched->splits[i_split];
split->backend_id = node_backend_id;
@@ -1344,7 +1391,9 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
SET_CAUSE(tensor_copy, "4.cpy");
}
int n_graph_inputs = sched->n_graph_inputs++;
- GGML_ASSERT(n_graph_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+ if (n_graph_inputs >= sched->graph_inputs_capacity) {
+ ggml_backend_sched_graph_inputs_grow(sched);
+ }
sched->graph_inputs[n_graph_inputs] = src;
}
}
@@ -1364,7 +1413,9 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
SET_CAUSE(tensor_copy, "4.cpy");
}
int n_inputs = split->n_inputs++;
- GGML_ASSERT(n_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+ if (n_inputs >= split->inputs_capacity) {
+ ggml_backend_sched_split_inputs_grow(split);
+ }
split->inputs[n_inputs] = src;
}
node->src[j] = tensor_id_copy(src_id, cur_backend_id, sched->cur_copy);
@@ -1390,7 +1441,11 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
sched->prev_leaf_backend_ids = tmp;
}
- int graph_size = std::max(graph->n_nodes, graph->n_leafs) + sched->n_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sched->n_copies;
+ int total_inputs = sched->n_graph_inputs;
+ for (int i = 0; i < sched->n_splits; i++) {
+ total_inputs += sched->splits[i].n_inputs;
+ }
+ int graph_size = std::max(graph->n_nodes, graph->n_leafs) + total_inputs * 2 * sched->n_copies;
// remember the actual graph_size for performing reallocation checks later [GGML_SCHED_DEBUG_REALLOC]
sched->debug_prev_graph_size = sched->debug_graph_size;
@@ -1546,11 +1601,23 @@ static enum ggml_status ggml_backend_sched_compute_splits(ggml_backend_sched_t s
std::vector<int32_t> ids;
std::vector<ggml_bitset_t> used_ids;
+ int prev_backend_id = -1;
+
for (int split_id = 0; split_id < sched->n_splits; split_id++) {
struct ggml_backend_sched_split * split = &splits[split_id];
int split_backend_id = split->backend_id;
ggml_backend_t split_backend = sched->backends[split_backend_id];
+ // ensure the previous split's async work has completed before we start
+ // this split, the allocator may have reused buffer regions across splits
+ if (split->n_inputs == 0 && prev_backend_id >= 0 && prev_backend_id != split_backend_id) {
+ if (sched->events[prev_backend_id][sched->cur_copy] != NULL) {
+ ggml_backend_event_synchronize(sched->events[prev_backend_id][sched->cur_copy]);
+ } else {
+ ggml_backend_synchronize(sched->backends[prev_backend_id]);
+ }
+ }
+
// copy the input tensors to the split backend
for (int input_id = 0; input_id < split->n_inputs; input_id++) {
ggml_backend_t input_backend = ggml_backend_sched_get_tensor_backend(sched, split->inputs[input_id]);
@@ -1713,12 +1780,12 @@ static enum ggml_status ggml_backend_sched_compute_splits(ggml_backend_sched_t s
}
}
- // record the event of this copy
- if (split->n_inputs > 0) {
- if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
- ggml_backend_event_record(sched->events[split_backend_id][sched->cur_copy], split_backend);
- }
+ // record the event of this split
+ if (sched->events[split_backend_id][sched->cur_copy] != NULL) {
+ ggml_backend_event_record(sched->events[split_backend_id][sched->cur_copy], split_backend);
}
+
+ prev_backend_id = split_backend_id;
}
return GGML_STATUS_SUCCESS;
@@ -1773,6 +1840,9 @@ ggml_backend_sched_t ggml_backend_sched_new(
sched->splits = (ggml_backend_sched_split *) calloc(initial_splits_capacity, sizeof(sched->splits[0]));
sched->splits_capacity = initial_splits_capacity;
+ sched->graph_inputs_capacity = GGML_SCHED_MAX_SPLIT_INPUTS;
+ sched->graph_inputs = (struct ggml_tensor **) calloc(sched->graph_inputs_capacity, sizeof(struct ggml_tensor *));
+
for (int b = 0; b < n_backends; b++) {
sched->backends[b] = backends[b];
sched->bufts[b] = bufts ? bufts[b] : ggml_backend_get_default_buffer_type(backends[b]);
@@ -1805,7 +1875,11 @@ void ggml_backend_sched_free(ggml_backend_sched_t sched) {
ggml_gallocr_free(sched->galloc);
ggml_free(sched->ctx);
ggml_hash_set_free(&sched->hash_set);
+ for (int i = 0; i < sched->splits_capacity; i++) {
+ free(sched->splits[i].inputs);
+ }
free(sched->splits);
+ free(sched->graph_inputs);
free(sched->hv_tensor_backend_ids);
free(sched->hv_tensor_copies);
free(sched->node_backend_ids);
diff --git a/ggml/src/ggml-blas/ggml-blas.cpp b/ggml/src/ggml-blas/ggml-blas.cpp
index b4c735267e..e4b5bd2547 100644
--- a/ggml/src/ggml-blas/ggml-blas.cpp
+++ b/ggml/src/ggml-blas/ggml-blas.cpp
@@ -1,3 +1,4 @@
+#include "ggml.h"
#include "ggml-impl.h"
#include "ggml-blas.h"
#include "ggml-backend-impl.h"
@@ -366,6 +367,7 @@ static void ggml_backend_blas_device_get_props(ggml_backend_dev_t dev, struct gg
/* .host_buffer = */ false,
/* .buffer_from_host_ptr = */ true,
/* .events = */ false,
+ /* .mmap_support = */ true,
};
}
@@ -415,6 +417,12 @@ static bool ggml_backend_blas_device_supports_op(ggml_backend_dev_t dev, const s
// TODO: find the optimal value
const int64_t min_batch = 32;
+ // default back to CPU fast path
+ // see: https://github.com/ggml-org/llama.cpp/issues/25565
+ if (ggml_get_op_params_i32(op, 1) == GGML_HINT_SRC0_IS_HADAMARD) {
+ return false;
+ }
+
return ggml_is_contiguous(src0) &&
ggml_is_contiguous(src1) &&
src1->type == GGML_TYPE_F32 &&
diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp
index 5f51ea3bb3..5e5541aac9 100644
--- a/ggml/src/ggml-cann/ggml-cann.cpp
+++ b/ggml/src/ggml-cann/ggml-cann.cpp
@@ -2534,6 +2534,9 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten
}
case GGML_OP_ROPE:
{
+ if (((const int32_t *) op->op_params)[15] != 0) {
+ return false; // FIXME: support ggml_rope_set_offset
+ }
if (op->src[0]->ne[0] > 896) {
return false;
}
@@ -2815,6 +2818,7 @@ static void ggml_backend_cann_device_get_props(ggml_backend_dev_t dev, ggml_back
/* .host_buffer = */ host_buffer,
/* .buffer_from_host_ptr = */ false,
/* .events = */ true,
+ /* .mmap_support = */ true,
};
}
diff --git a/ggml/src/ggml-common.h b/ggml/src/ggml-common.h
index f05683b44c..83f9118da8 100644
--- a/ggml/src/ggml-common.h
+++ b/ggml/src/ggml-common.h
@@ -96,6 +96,9 @@ typedef sycl::half2 ggml_half2;
#define QI1_0 (QK1_0 / 32)
#define QR1_0 1
+#define QI2_0 (QK2_0 / 32)
+#define QR2_0 1
+
#define QI4_0 (QK4_0 / (4 * QR4_0))
#define QR4_0 2
@@ -181,6 +184,13 @@ typedef struct {
} block_q1_0;
static_assert(sizeof(block_q1_0) == sizeof(ggml_half) + QK1_0 / 8, "wrong q1_0 block size/padding");
+#define QK2_0 64
+typedef struct {
+ ggml_half d; // delta (scale)
+ uint8_t qs[QK2_0 / 4]; // 2 bits per element
+} block_q2_0;
+static_assert(sizeof(block_q2_0) == sizeof(ggml_half) + QK2_0 / 4, "wrong q2_0 block size/padding");
+
#define QK4_0 32
typedef struct {
ggml_half d; // delta
@@ -1111,11 +1121,12 @@ GGML_TABLE_BEGIN(int8_t, kvalues_iq4nl, 16)
-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113,
GGML_TABLE_END()
-// e2m1 values (doubled)
+// e2m1 values (doubled), shared by MXFP4 and NVFP4
// ref: https://www.opencompute.org/documents/ocp-microscaling-formats-mx-v1-0-spec-final-pdf
-GGML_TABLE_BEGIN(int8_t, kvalues_mxfp4, 16)
+GGML_TABLE_BEGIN(int8_t, kvalues_fp4, 16)
0, 1, 2, 3, 4, 6, 8, 12, 0, -1, -2, -3, -4, -6, -8, -12,
GGML_TABLE_END()
+#define kvalues_mxfp4 kvalues_fp4
#define NGRID_IQ1S 2048
#define IQ1S_DELTA 0.125f
diff --git a/ggml/src/ggml-cpu/CMakeLists.txt b/ggml/src/ggml-cpu/CMakeLists.txt
index 8c735a045b..3c6343fb2a 100644
--- a/ggml/src/ggml-cpu/CMakeLists.txt
+++ b/ggml/src/ggml-cpu/CMakeLists.txt
@@ -74,7 +74,7 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
if (GGML_OPENMP_ENABLED)
target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_OPENMP)
- target_link_libraries(${GGML_CPU_NAME} PRIVATE OpenMP::OpenMP_C OpenMP::OpenMP_CXX)
+ target_link_libraries(${GGML_CPU_NAME} PRIVATE ${GGML_OPENMP_TARGET_C} ${GGML_OPENMP_TARGET_CXX})
endif()
if (GGML_LLAMAFILE)
@@ -389,7 +389,7 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
string(REGEX MATCHALL "POWER *([0-9]+)" MATCHED_STRING "${POWER10_M_UPPER}")
string(REGEX REPLACE "POWER *([0-9]+)" "\\1" EXTRACTED_NUMBER "${MATCHED_STRING}")
- if (EXTRACTED_NUMBER GREATER_EQUAL 10)
+ if (EXTRACTED_NUMBER EQUAL 10 OR EXTRACTED_NUMBER EQUAL 11)
list(APPEND ARCH_FLAGS -mcpu=power10)
elseif (EXTRACTED_NUMBER EQUAL 9)
list(APPEND ARCH_FLAGS -mcpu=power9)
@@ -576,10 +576,25 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
endif()
if (GGML_CPU_KLEIDIAI)
- message(STATUS "Using KleidiAI optimized kernels if applicable")
+ # upstream repo requires at least cmake 3.16
+ if (CMAKE_VERSION VERSION_LESS 3.16)
+ message(FATAL_ERROR "GGML_CPU_KLEIDIAI requires CMake >= 3.16")
+ endif()
- # Disable the KleidiAI tests
- set(KLEIDIAI_BUILD_TESTS OFF)
+ set(GGML_CPU_KLEIDIAI_AARCH64 OFF)
+ if (GGML_SYSTEM_ARCH STREQUAL "ARM" AND
+ (APPLE OR WIN32 OR CMAKE_SYSTEM_NAME MATCHES "^(Linux|Android)$") AND
+ (CMAKE_SYSTEM_PROCESSOR MATCHES "^(aarch64|arm64|ARM64|arm64-v8a)$" OR
+ CMAKE_OSX_ARCHITECTURES MATCHES "arm64" OR
+ CMAKE_GENERATOR_PLATFORM_LWR STREQUAL "arm64" OR
+ CMAKE_ANDROID_ARCH_ABI STREQUAL "arm64-v8a"))
+ set(GGML_CPU_KLEIDIAI_AARCH64 ON)
+ endif()
+ if (NOT GGML_CPU_KLEIDIAI_AARCH64)
+ message(FATAL_ERROR "GGML_CPU_KLEIDIAI requires a Linux, Android, Apple, or Windows AArch64/arm64 target")
+ endif()
+
+ message(STATUS "Using KleidiAI optimized kernels if applicable")
# Fetch KleidiAI sources:
include(FetchContent)
@@ -595,31 +610,49 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
list(APPEND KLEIDIAI_FETCH_ARGS DOWNLOAD_EXTRACT_TIMESTAMP NEW)
endif()
- if (CMAKE_VERSION VERSION_GREATER_EQUAL "3.28")
- FetchContent_Declare(KleidiAI_Download
- ${KLEIDIAI_FETCH_ARGS}
+ FetchContent_Declare(kleidiai
+ ${KLEIDIAI_FETCH_ARGS}
+ )
+
+ # Disable tests and benchmark building
+ set(KLEIDIAI_BUILD_TESTS OFF CACHE BOOL "" FORCE)
+ set(KLEIDIAI_BUILD_BENCHMARK OFF CACHE BOOL "" FORCE)
+
+ # Use the Populate/add_subdirectory flow for compatibility with CMake 3.16.
+ FetchContent_GetProperties(kleidiai
+ SOURCE_DIR KLEIDIAI_SRC
+ BINARY_DIR KLEIDIAI_BIN
+ POPULATED KLEIDIAI_POPULATED
+ )
+ if (NOT KLEIDIAI_POPULATED)
+ FetchContent_Populate(kleidiai)
+ FetchContent_GetProperties(kleidiai
+ SOURCE_DIR KLEIDIAI_SRC
+ BINARY_DIR KLEIDIAI_BIN
+ )
+ endif()
+
+ if (NOT TARGET kleidiai)
+ add_subdirectory(
+ "${CMAKE_CURRENT_SOURCE_DIR}/ggml-cpu/kleidiai"
+ "${CMAKE_CURRENT_BINARY_DIR}/kleidiai-wrapper"
EXCLUDE_FROM_ALL
)
-
- FetchContent_MakeAvailable(KleidiAI_Download)
- FetchContent_GetProperties(KleidiAI_Download SOURCE_DIR KLEIDIAI_SRC)
- else()
- FetchContent_Declare(KleidiAI_Download
- ${KLEIDIAI_FETCH_ARGS}
- )
-
- FetchContent_GetProperties(KleidiAI_Download
- SOURCE_DIR KLEIDIAI_SRC
- POPULATED KLEIDIAI_POPULATED
- )
-
- if (NOT KLEIDIAI_POPULATED)
- FetchContent_Populate(KleidiAI_Download)
- FetchContent_GetProperties(KleidiAI_Download SOURCE_DIR KLEIDIAI_SRC)
+ if (NOT CMAKE_SKIP_INSTALL_RULES AND
+ (NOT DEFINED BUILD_SHARED_LIBS OR NOT BUILD_SHARED_LIBS))
+ install(TARGETS kleidiai ARCHIVE)
endif()
endif()
- add_compile_definitions(GGML_USE_CPU_KLEIDIAI)
+ if (NOT TARGET kleidiai)
+ message(FATAL_ERROR "KleidiAI target was not created")
+ endif()
+
+ set_target_properties(kleidiai PROPERTIES POSITION_INDEPENDENT_CODE ON)
+
+ target_link_libraries(${GGML_CPU_NAME} PRIVATE kleidiai)
+
+ target_compile_definitions(${GGML_CPU_NAME} PRIVATE GGML_USE_CPU_KLEIDIAI)
list(APPEND GGML_CPU_SOURCES
ggml-cpu/kleidiai/kleidiai.cpp
@@ -627,84 +660,6 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
ggml-cpu/kleidiai/kleidiai.h
ggml-cpu/kleidiai/kernels.h
)
-
- # KleidiAI
- include_directories(
- ${KLEIDIAI_SRC}/
- ${KLEIDIAI_SRC}/kai/
- ${KLEIDIAI_SRC}/kai/ukernels/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/)
-
- set(ARCH_FLAGS_TEMP "${ARCH_FLAGS}")
- if (NOT ARCH_FLAGS_TEMP)
- string(REGEX MATCH "-march=[^ ]+" ARCH_FLAGS_TEMP "${CMAKE_C_FLAGS}")
- endif()
- string(FIND "${ARCH_FLAGS_TEMP}" "+dotprod" DOTPROD_ENABLED)
- string(FIND "${ARCH_FLAGS_TEMP}" "+i8mm" I8MM_ENABLED)
- string(FIND "${ARCH_FLAGS_TEMP}" "+sme" SME_ENABLED)
- string(FIND "${ARCH_FLAGS_TEMP}" "+sve" SVE_ENABLED)
-
- set(PRIVATE_ARCH_FLAGS ${ARCH_FLAGS_TEMP})
-
- list(APPEND GGML_KLEIDIAI_SOURCES
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32_neon.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_quant_pack_qai8dxp_f32.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi8cxp_qsi8cx_neon.c)
-
- if (NOT DOTPROD_ENABLED MATCHES -1)
- list(APPEND GGML_KLEIDIAI_SOURCES
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x4_qsi4c32p4x4_16x4_neon_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp4x4_qsi8cxp4x4_16x4_neon_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4x4_1x4_neon_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x8_qsi8cxp4x8_1x4_neon_dotprod.c)
- endif()
-
- if (NOT I8MM_ENABLED MATCHES -1)
- list(APPEND GGML_KLEIDIAI_SOURCES
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp4x8_qsi8cxp4x8_16x4_neon_i8mm.c)
- endif()
-
- if (NOT SME_ENABLED MATCHES -1)
- list(APPEND GGML_KLEIDIAI_SOURCES
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_pack_bf16p2vlx2_f32_sme.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/pack/kai_lhs_pack_f16pmrx2_f32_neon.c
- ${KLEIDIAI_SRC}/kai/kai_common_sme_asm.S)
- set(PRIVATE_ARCH_FLAGS "-fno-tree-vectorize;${PRIVATE_ARCH_FLAGS}+sve+sve2+sme2+fp16")
- endif()
-
- if (NOT SVE_ENABLED MATCHES -1)
- list(APPEND GGML_KLEIDIAI_SOURCES
- ${KLEIDIAI_SRC}/kai/kai_common_sve_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p8x8_1x8_sve_dotprod_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p8x8_1x8_sve_dotprod.c
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p8x8_16x8_sve_i8mm_asm.S
- ${KLEIDIAI_SRC}/kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p8x8_16x8_sve_i8mm.c)
- endif()
-
- set_source_files_properties(${GGML_KLEIDIAI_SOURCES} PROPERTIES COMPILE_OPTIONS "${PRIVATE_ARCH_FLAGS}")
- list(APPEND GGML_CPU_SOURCES ${GGML_KLEIDIAI_SOURCES})
endif()
message(STATUS "Adding CPU backend variant ${GGML_CPU_NAME}: ${ARCH_FLAGS} ${ARCH_DEFINITIONS}")
@@ -716,8 +671,9 @@ function(ggml_add_cpu_backend_variant_impl tag_name)
set_target_properties(${GGML_CPU_NAME} PROPERTIES COMPILE_FLAGS "-msimd128")
endif()
- if (CMAKE_CXX_COMPILER_ID STREQUAL "IntelLLVM")
- # The compiler automatically enables "-ffast-math" which can cause NaNs in tests due to "-fassociative-math"
- target_compile_options(${GGML_CPU_NAME} PRIVATE "-fno-associative-math")
- endif()
+ if (CMAKE_C_COMPILER_ID STREQUAL "IntelLLVM" OR CMAKE_CXX_COMPILER_ID STREQUAL "IntelLLVM")
+ # The compiler automatically enables "-ffast-math" which can cause NaNs in tests due to "-fassociative-math"
+ target_compile_options(${GGML_CPU_NAME} PRIVATE "$<$<OR:$<COMPILE_LANG_AND_ID:C,IntelLLVM>,$<COMPILE_LANG_AND_ID:CXX,IntelLLVM>>:$<$<BOOL:${WIN32}>:/clang:>-fno-associative-math>")
+ endif()
+
endfunction()
diff --git a/ggml/src/ggml-cpu/amx/mmq.cpp b/ggml/src/ggml-cpu/amx/mmq.cpp
index d9383a04be..9f3a744b5d 100644
--- a/ggml/src/ggml-cpu/amx/mmq.cpp
+++ b/ggml/src/ggml-cpu/amx/mmq.cpp
@@ -2417,15 +2417,14 @@ void ggml_backend_amx_mul_mat(const ggml_compute_params * params, struct ggml_te
// Q4_K, Q5_K, Q6_K, IQ4_XS handles 8 TILE_K per blck_size
GGML_ASSERT(TILE_K == blck_size || TILE_K * 8 == blck_size);
- parallel_for_ggml(params, n_batch, [&](int begin, int end) {
- for (int batch_idx = begin; batch_idx < end; ++batch_idx) {
+ parallel_for_ggml(params, n_batch * M, [&](int begin, int end) {
+ for (int idx = begin; idx < end; ++idx) {
+ int batch_idx = idx / M;
+ int m = idx % M;
int64_t src1_offset = ggml_batch_offset(src1, batch_idx, ne2);
const float * A_data = (const float *)((const char *)src1->data + src1_offset);
char * wdata_batch = (char *)wdata + batch_idx * M * row_size_A;
-
- for (int m = 0; m < M; ++m) {
- from_float<vec_dot_type>(A_data + m * K, wdata_batch + m * row_size_A, K);
- }
+ from_float<vec_dot_type>(A_data + m * K, wdata_batch + m * row_size_A, K);
}
});
});
diff --git a/ggml/src/ggml-cpu/arch-fallback.h b/ggml/src/ggml-cpu/arch-fallback.h
index b0391a67c8..152e0bac99 100644
--- a/ggml/src/ggml-cpu/arch-fallback.h
+++ b/ggml/src/ggml-cpu/arch-fallback.h
@@ -17,6 +17,7 @@
#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
#define ggml_vec_dot_q2_K_q8_K_generic ggml_vec_dot_q2_K_q8_K
@@ -82,7 +83,7 @@
#define ggml_gemm_q2_K_8x8_q8_K_generic ggml_gemm_q2_K_8x8_q8_K
#elif defined(__x86_64__) || defined(__i386__) || defined(_M_IX86) || defined(_M_X64)
// quants.c
-#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
// repack.cpp
#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
#define ggml_quantize_mat_q8_K_4x4_generic ggml_quantize_mat_q8_K_4x4
@@ -114,6 +115,7 @@
#define quantize_row_q8_K_generic quantize_row_q8_K
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
#define ggml_vec_dot_iq1_m_q8_K_generic ggml_vec_dot_iq1_m_q8_K
@@ -163,6 +165,7 @@
#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
// repack.cpp
#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
#define ggml_quantize_mat_q8_0_4x8_generic ggml_quantize_mat_q8_0_4x8
@@ -203,6 +206,7 @@
#elif defined(__riscv)
// quants.c
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
// repack.cpp
#define ggml_quantize_mat_q8_0_4x1_generic ggml_quantize_mat_q8_0_4x1
#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
@@ -244,6 +248,7 @@
#define quantize_row_q8_K_generic quantize_row_q8_K
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
#define ggml_vec_dot_q2_K_q8_K_generic ggml_vec_dot_q2_K_q8_K
@@ -293,7 +298,6 @@
#define ggml_gemm_q8_0_4x8_q8_0_generic ggml_gemm_q8_0_4x8_q8_0
#elif defined(__wasm__)
// quants.c
-#define ggml_vec_dot_q4_1_q8_1_generic ggml_vec_dot_q4_1_q8_1
#define ggml_vec_dot_tq1_0_q8_K_generic ggml_vec_dot_tq1_0_q8_K
#define ggml_vec_dot_tq2_0_q8_K_generic ggml_vec_dot_tq2_0_q8_K
#define ggml_vec_dot_iq2_xxs_q8_K_generic ggml_vec_dot_iq2_xxs_q8_K
@@ -308,6 +312,7 @@
#define ggml_vec_dot_mxfp4_q8_0_generic ggml_vec_dot_mxfp4_q8_0
#define ggml_vec_dot_nvfp4_q8_0_generic ggml_vec_dot_nvfp4_q8_0
#define ggml_vec_dot_q1_0_q8_0_generic ggml_vec_dot_q1_0_q8_0
+#define ggml_vec_dot_q2_0_q8_0_generic ggml_vec_dot_q2_0_q8_0
// repack.cpp
#define ggml_quantize_mat_q8_0_4x4_generic ggml_quantize_mat_q8_0_4x4
#define ggml_quantize_mat_q8_0_4x8_generic ggml_quantize_mat_q8_0_4x8
diff --git a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
index c460c54911..84a11eabd4 100644
--- a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
+++ b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
@@ -1,76 +1,19 @@
#include "ggml-backend-impl.h"
+#include "ggml-feats.h"
-#if defined(__aarch64__)
-
-#if defined(__linux__)
-#include <sys/auxv.h>
-#elif defined(__APPLE__)
-#include <sys/sysctl.h>
-#endif
-
-#if !defined(HWCAP2_SVE2)
-#define HWCAP2_SVE2 (1 << 1)
-#endif
-
-#if !defined(HWCAP2_I8MM)
-#define HWCAP2_I8MM (1 << 13)
-#endif
-
-#if !defined(HWCAP2_SME)
-#define HWCAP2_SME (1 << 23)
-#endif
-
-struct aarch64_features {
- // has_neon not needed, aarch64 has NEON guaranteed
- bool has_dotprod = false;
- bool has_fp16_va = false;
- bool has_sve = false;
- bool has_sve2 = false;
- bool has_i8mm = false;
- bool has_sme = false;
-
- aarch64_features() {
-#if defined(__linux__)
- uint32_t hwcap = getauxval(AT_HWCAP);
- uint32_t hwcap2 = getauxval(AT_HWCAP2);
-
- has_dotprod = !!(hwcap & HWCAP_ASIMDDP);
- has_fp16_va = !!(hwcap & HWCAP_FPHP);
- has_sve = !!(hwcap & HWCAP_SVE);
- has_sve2 = !!(hwcap2 & HWCAP2_SVE2);
- has_i8mm = !!(hwcap2 & HWCAP2_I8MM);
- has_sme = !!(hwcap2 & HWCAP2_SME);
-#elif defined(__APPLE__)
- int oldp = 0;
- size_t size = sizeof(oldp);
-
- if (sysctlbyname("hw.optional.arm.FEAT_DotProd", &oldp, &size, NULL, 0) == 0) {
- has_dotprod = static_cast<bool>(oldp);
- }
-
- if (sysctlbyname("hw.optional.arm.FEAT_I8MM", &oldp, &size, NULL, 0) == 0) {
- has_i8mm = static_cast<bool>(oldp);
- }
-
- if (sysctlbyname("hw.optional.arm.FEAT_SME", &oldp, &size, NULL, 0) == 0) {
- has_sme = static_cast<bool>(oldp);
- }
-
- // Apple apparently does not implement SVE yet
-#endif
- }
-};
+#if defined(__aarch64__) || defined(_M_ARM64)
static int ggml_backend_cpu_aarch64_score() {
int score = 1;
- aarch64_features af;
+ const ggml_feats_arch64_runtime_t af = ggml_feats_get_arch64_runtime();
+ GGML_UNUSED(af);
#ifdef GGML_USE_DOTPROD
if (!af.has_dotprod) { return 0; }
score += 1<<1;
#endif
#ifdef GGML_USE_FP16_VECTOR_ARITHMETIC
- if (!af.has_fp16_va) { return 0; }
+ if (!af.has_fp16) { return 0; }
score += 1<<2;
#endif
#ifdef GGML_USE_SVE
@@ -95,4 +38,4 @@ static int ggml_backend_cpu_aarch64_score() {
GGML_BACKEND_DL_SCORE_IMPL(ggml_backend_cpu_aarch64_score)
-# endif // defined(__aarch64__)
+# endif // defined(__aarch64__) || defined(_M_ARM64)
diff --git a/ggml/src/ggml-cpu/arch/arm/quants.c b/ggml/src/ggml-cpu/arch/arm/quants.c
index fe62133297..b988abf996 100644
--- a/ggml/src/ggml-cpu/arch/arm/quants.c
+++ b/ggml/src/ggml-cpu/arch/arm/quants.c
@@ -219,6 +219,80 @@ void ggml_vec_dot_q1_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const voi
#endif
}
+void ggml_vec_dot_q2_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+ const int qk = QK2_0;
+ const int nb = n / qk;
+
+ assert(n % qk == 0);
+ assert(nrc == 1);
+ UNUSED(nrc);
+ UNUSED(bx);
+ UNUSED(by);
+ UNUSED(bs);
+
+ const block_q2_0 * GGML_RESTRICT x = vx;
+ const block_q8_0 * GGML_RESTRICT y = vy;
+
+ float sumf = 0.0f;
+
+#if defined(__ARM_NEON)
+ // Replicate pattern: each byte repeated 4 times
+ static const uint8_t tbl_idx_lo[16] = {0,0,0,0, 1,1,1,1, 2,2,2,2, 3,3,3,3};
+ static const uint8_t tbl_idx_hi[16] = {4,4,4,4, 5,5,5,5, 6,6,6,6, 7,7,7,7};
+ // Right-shift amounts: 0,2,4,6 repeated for each group of 4
+ static const int8_t shift_vals[16] = {0,-2,-4,-6, 0,-2,-4,-6, 0,-2,-4,-6, 0,-2,-4,-6};
+
+ const uint8x16_t idx_lo = vld1q_u8(tbl_idx_lo);
+ const uint8x16_t idx_hi = vld1q_u8(tbl_idx_hi);
+ const int8x16_t shifts = vld1q_s8(shift_vals);
+ const uint8x16_t mask2 = vdupq_n_u8(0x03);
+ const int8x16_t one = vdupq_n_s8(1);
+
+ float32x4_t sumv = vdupq_n_f32(0.0f);
+
+ for (int i = 0; i < nb; i++) {
+ const float d0 = GGML_CPU_FP16_TO_FP32(x[i].d);
+
+ // group 64: one Q2_0 block (64 weights) maps to two Q8_0 blocks (2 * 32 = 64)
+ for (int k = 0; k < 2; k++) {
+ const block_q8_0 * GGML_RESTRICT yb = &y[i * 2 + k];
+ const float d1 = GGML_CPU_FP16_TO_FP32(yb->d);
+
+ // Load 8 bytes of packed 2-bit values
+ const uint8x8_t raw = vld1_u8(&x[i].qs[k * 8]);
+ const uint8x16_t raw16 = vcombine_u8(raw, raw);
+
+ // First 16 elements: replicate bytes 0-3, shift, mask, subtract 1
+ uint8x16_t bytes0 = ggml_vqtbl1q_u8(raw16, idx_lo);
+ int8x16_t qv0 = vsubq_s8(
+ vreinterpretq_s8_u8(vandq_u8(vshlq_u8(bytes0, shifts), mask2)),
+ one);
+
+ // Second 16 elements: replicate bytes 4-7, shift, mask, subtract 1
+ uint8x16_t bytes1 = ggml_vqtbl1q_u8(raw16, idx_hi);
+ int8x16_t qv1 = vsubq_s8(
+ vreinterpretq_s8_u8(vandq_u8(vshlq_u8(bytes1, shifts), mask2)),
+ one);
+
+ // Load Q8_0 values and dot product
+ const int8x16_t y0 = vld1q_s8(yb->qs);
+ const int8x16_t y1 = vld1q_s8(yb->qs + 16);
+
+ int32x4_t p0 = ggml_vdotq_s32(vdupq_n_s32(0), qv0, y0);
+ int32x4_t p1 = ggml_vdotq_s32(p0, qv1, y1);
+
+ sumv = vmlaq_n_f32(sumv, vcvtq_f32_s32(p1), d0 * d1);
+ }
+ }
+
+ sumf = vaddvq_f32(sumv);
+#else
+ ggml_vec_dot_q2_0_q8_0_generic(n, s, bs, vx, bx, vy, by, nrc);
+ return;
+#endif
+
+ *s = sumf;
+}
void ggml_vec_dot_q4_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
const int qk = QK8_0;
@@ -812,10 +886,10 @@ void ggml_vec_dot_nvfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo
const float dy0 = GGML_CPU_FP16_TO_FP32(y[2*ib].d);
const float dy1 = GGML_CPU_FP16_TO_FP32(y[2*ib+1].d);
const float32x4_t nvsc = {
- ggml_ue4m3_to_fp32(x[ib].d[0]),
- ggml_ue4m3_to_fp32(x[ib].d[1]),
- ggml_ue4m3_to_fp32(x[ib].d[2]),
- ggml_ue4m3_to_fp32(x[ib].d[3])
+ GGML_CPU_UE4M3_TO_FP32(x[ib].d[0]),
+ GGML_CPU_UE4M3_TO_FP32(x[ib].d[1]),
+ GGML_CPU_UE4M3_TO_FP32(x[ib].d[2]),
+ GGML_CPU_UE4M3_TO_FP32(x[ib].d[3])
};
const float32x4_t scales = vmulq_f32(nvsc, (float32x4_t){dy0, dy0, dy1, dy1});
diff --git a/ggml/src/ggml-cpu/arch/x86/quants.c b/ggml/src/ggml-cpu/arch/x86/quants.c
index 94b19b82bb..ea54cfe44c 100644
--- a/ggml/src/ggml-cpu/arch/x86/quants.c
+++ b/ggml/src/ggml-cpu/arch/x86/quants.c
@@ -934,7 +934,7 @@ void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo
#if defined __AVX2__
- const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_mxfp4);
+ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_fp4);
const __m128i m4b = _mm_set1_epi8(0x0f);
const __m256i mone = _mm256_set1_epi16(1);
@@ -963,7 +963,7 @@ void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo
sumf = hsum_float_8(_mm256_add_ps(accum1, accum2));
#elif defined __AVX__
- const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_mxfp4);
+ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_fp4);
const __m128i m4b = _mm_set1_epi8(0x0f);
__m256 accum = _mm256_setzero_ps();
@@ -993,14 +993,152 @@ void ggml_vec_dot_mxfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const vo
int sumi1 = 0;
int sumi2 = 0;
for (int j = 0; j < QK_MXFP4/2; ++j) {
- sumi1 += y[ib].qs[j + 0] * kvalues_mxfp4[x[ib].qs[j] & 0xf];
- sumi2 += y[ib].qs[j + QK_MXFP4/2] * kvalues_mxfp4[x[ib].qs[j] >> 4];
+ sumi1 += y[ib].qs[j + 0] * kvalues_fp4[x[ib].qs[j] & 0xf];
+ sumi2 += y[ib].qs[j + QK_MXFP4/2] * kvalues_fp4[x[ib].qs[j] >> 4];
}
sumf += d * (sumi1 + sumi2);
}
*s = sumf;
}
+void ggml_vec_dot_nvfp4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
+ assert(nrc == 1);
+ UNUSED(nrc);
+ UNUSED(bx);
+ UNUSED(by);
+ UNUSED(bs);
+ assert(n % QK_NVFP4 == 0);
+
+ const block_nvfp4 * GGML_RESTRICT x = vx;
+ const block_q8_0 * GGML_RESTRICT y = vy;
+
+ const int nb = n / QK_NVFP4;
+ int ib = 0;
+ float sumf = 0;
+
+#if defined(__AVX2__)
+
+ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_fp4);
+ const __m128i m4b = _mm_set1_epi8(0x0f);
+ const __m256i mone = _mm256_set1_epi16(1);
+
+ __m256 accum = _mm256_setzero_ps();
+ for(; ib < nb; ib++){
+
+ const __m128i q4bits_01 = _mm_loadu_si128((const __m128i *)(x[ib].qs + 0));
+ const __m128i q4bits_23 = _mm_loadu_si128((const __m128i *)(x[ib].qs + 16));
+
+ const __m256i q8_01 = _mm256_loadu_si256((const __m256i *)y[2*ib + 0].qs);
+ const __m256i q8_23 = _mm256_loadu_si256((const __m256i *)y[2*ib + 1].qs);
+
+ const __m128i q4_01_lo = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_01, m4b));
+ const __m128i q4_01_hi = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_01, 4), m4b));
+ const __m128i q4_23_lo = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_23, m4b));
+ const __m128i q4_23_hi = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_23, 4), m4b));
+
+ //reordering
+ const __m256i q4_01 = MM256_SET_M128I(_mm_unpackhi_epi64(q4_01_lo,q4_01_hi), _mm_unpacklo_epi64(q4_01_lo,q4_01_hi));
+ const __m256i q4_23 = MM256_SET_M128I(_mm_unpackhi_epi64(q4_23_lo,q4_23_hi),_mm_unpacklo_epi64(q4_23_lo,q4_23_hi));
+
+ const __m256i p01 = mul_add_epi8(q4_01,q8_01);
+ const __m256i p_1 = _mm256_madd_epi16(p01, mone);
+
+ const __m256i p23 = mul_add_epi8(q4_23,q8_23);
+ const __m256i p_2 = _mm256_madd_epi16(p23, mone);
+
+ const float dy0 = GGML_CPU_FP16_TO_FP32(y[2*ib].d);
+ const float dy1 = GGML_CPU_FP16_TO_FP32(y[2*ib+1].d);
+
+ const float s0 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[0]) * dy0;
+ const float s1 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[1]) * dy0;
+ const float s2 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[2]) * dy1;
+ const float s3 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[3]) * dy1;
+
+ const __m256 scales01 = _mm256_set_m128(_mm_set1_ps(s1), _mm_set1_ps(s0));
+ const __m256 scales23 = _mm256_set_m128(_mm_set1_ps(s3), _mm_set1_ps(s2));
+
+ accum = _mm256_fmadd_ps(scales01, _mm256_cvtepi32_ps(p_1), accum);
+ accum = _mm256_fmadd_ps(scales23, _mm256_cvtepi32_ps(p_2), accum);
+ }
+ sumf = hsum_float_8(accum);
+
+#elif defined(__AVX__)
+
+ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_fp4);
+ const __m128i m4b = _mm_set1_epi8(0x0f);
+
+ __m256 accum = _mm256_setzero_ps();
+ for(; ib < nb; ib++){
+
+ const __m128i q4bits_01 = _mm_loadu_si128((const __m128i *)(x[ib].qs + 0));
+ const __m128i q4bits_23 = _mm_loadu_si128((const __m128i *)(x[ib].qs + 16));
+
+ const __m128i q8_0 = _mm_loadu_si128((const __m128i *)(y[2*ib + 0].qs + 0));
+ const __m128i q8_1 = _mm_loadu_si128((const __m128i *)(y[2*ib + 0].qs + 16));
+ const __m128i q8_2 = _mm_loadu_si128((const __m128i *)(y[2*ib + 1].qs + 0));
+ const __m128i q8_3 = _mm_loadu_si128((const __m128i *)(y[2*ib + 1].qs + 16));
+
+ const __m128i q4_01_lo = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_01, m4b));
+ const __m128i q4_01_hi = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_01, 4), m4b));
+ const __m128i q4_23_lo = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_23, m4b));
+ const __m128i q4_23_hi = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_23, 4), m4b));
+
+ const __m128i q4_0 = _mm_unpacklo_epi64(q4_01_lo, q4_01_hi);
+ const __m128i q4_1 = _mm_unpackhi_epi64(q4_01_lo, q4_01_hi);
+ const __m128i q4_2 = _mm_unpacklo_epi64(q4_23_lo, q4_23_hi);
+ const __m128i q4_3 = _mm_unpackhi_epi64(q4_23_lo, q4_23_hi);
+
+ const __m128i p0_i32 = mul_sum_i8_pairs(q4_0, q8_0);
+ const __m128i p1_i32 = mul_sum_i8_pairs(q4_1, q8_1);
+ const __m128i p2_i32 = mul_sum_i8_pairs(q4_2, q8_2);
+ const __m128i p3_i32 = mul_sum_i8_pairs(q4_3, q8_3);
+
+ const __m128 p0 = _mm_cvtepi32_ps(p0_i32);
+ const __m128 p1 = _mm_cvtepi32_ps(p1_i32);
+ const __m128 p2 = _mm_cvtepi32_ps(p2_i32);
+ const __m128 p3 = _mm_cvtepi32_ps(p3_i32);
+
+ const __m256 p01 = _mm256_set_m128(p1, p0);
+ const __m256 p23 = _mm256_set_m128(p3, p2);
+
+ const float dy0 = GGML_CPU_FP16_TO_FP32(y[2*ib].d);
+ const float dy1 = GGML_CPU_FP16_TO_FP32(y[2*ib+1].d);
+
+ const float s0 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[0]) * dy0;
+ const float s1 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[1]) * dy0;
+ const float s2 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[2]) * dy1;
+ const float s3 = GGML_CPU_UE4M3_TO_FP32(x[ib].d[3]) * dy1;
+
+ const __m256 scales01 = _mm256_set_m128(_mm_set1_ps(s1), _mm_set1_ps(s0));
+ const __m256 scales23 = _mm256_set_m128(_mm_set1_ps(s3), _mm_set1_ps(s2));
+
+ accum = _mm256_add_ps(accum, _mm256_mul_ps(p01, scales01));
+ accum = _mm256_add_ps(accum, _mm256_mul_ps(p23, scales23));
+ }
+ sumf = hsum_float_8(accum);
+
+#endif
+
+ for (;ib < nb; ++ib) {
+ for (int s_idx = 0; s_idx < 4; ++s_idx) {
+ const float d = GGML_CPU_UE4M3_TO_FP32(x[ib].d[s_idx]);
+ const int q8_block = s_idx / 2;
+ const int q8_off = (s_idx % 2) * QK_NVFP4_SUB;
+ const float dy = GGML_CPU_FP16_TO_FP32(y[2*ib + q8_block].d);
+
+ int sumi_lo = 0, sumi_hi = 0;
+ for (int j = 0; j < QK_NVFP4_SUB/2; ++j) {
+ const uint8_t qv = x[ib].qs[s_idx*(QK_NVFP4_SUB/2) + j];
+ sumi_lo += y[2*ib + q8_block].qs[q8_off + j + 0] * kvalues_fp4[qv & 0xf];
+ sumi_hi += y[2*ib + q8_block].qs[q8_off + j + QK_NVFP4_SUB/2] * kvalues_fp4[qv >> 4];
+ }
+
+ sumf += dy * d * (sumi_lo + sumi_hi);
+ }
+ }
+ *s = sumf;
+}
+
void ggml_vec_dot_q5_0_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, size_t bx, const void * GGML_RESTRICT vy, size_t by, int nrc) {
const int qk = QK8_0;
const int nb = n / qk;
diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c
index cd5c61a818..87ac0a702e 100644
--- a/ggml/src/ggml-cpu/ggml-cpu.c
+++ b/ggml/src/ggml-cpu/ggml-cpu.c
@@ -82,6 +82,9 @@ float ggml_table_f32_f16[1 << 16];
// precomputed f32 table for e8m0 half (1 KB) (simd-mappings.h)
float ggml_table_f32_e8m0_half[1 << 8];
+// precomputed f32 table for ue4m3 (1 KB) (simd-mappings.h)
+float ggml_table_f32_ue4m3[1 << 8];
+
#if defined(__ARM_ARCH)
struct ggml_arm_arch_features_type {
int sve_cnt;
@@ -227,6 +230,12 @@ static const struct ggml_type_traits_cpu type_traits_cpu[GGML_TYPE_COUNT] = {
.vec_dot_type = GGML_TYPE_Q8_0,
.nrows = 1,
},
+ [GGML_TYPE_Q2_0] = {
+ .from_float = quantize_row_q2_0,
+ .vec_dot = ggml_vec_dot_q2_0_q8_0,
+ .vec_dot_type = GGML_TYPE_Q8_0,
+ .nrows = 1,
+ },
[GGML_TYPE_Q4_0] = {
.from_float = quantize_row_q4_0,
.vec_dot = ggml_vec_dot_q4_0_q8_0,
@@ -1912,6 +1921,10 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm
{
ggml_compute_forward_im2col_3d(params, tensor);
} break;
+ case GGML_OP_COL2IM_1D:
+ {
+ ggml_compute_forward_col2im_1d(params, tensor);
+ } break;
case GGML_OP_CONV_2D:
{
ggml_compute_forward_conv_2d(params, tensor);
@@ -2047,6 +2060,22 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm
{
ggml_compute_forward_gated_delta_net(params, tensor);
} break;
+ case GGML_OP_LIGHTNING_INDEXER:
+ {
+ ggml_compute_forward_lightning_indexer(params, tensor);
+ } break;
+ case GGML_OP_DSV4_HC_COMB:
+ {
+ ggml_compute_forward_dsv4_hc_comb(params, tensor);
+ } break;
+ case GGML_OP_DSV4_HC_PRE:
+ {
+ ggml_compute_forward_dsv4_hc_pre(params, tensor);
+ } break;
+ case GGML_OP_DSV4_HC_POST:
+ {
+ ggml_compute_forward_dsv4_hc_post(params, tensor);
+ } break;
case GGML_OP_MAP_CUSTOM1:
{
ggml_compute_forward_map_custom1(params, tensor);
@@ -2227,6 +2256,9 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) {
case GGML_OP_COUNT_EQUAL:
case GGML_OP_SOLVE_TRI:
case GGML_OP_GATED_DELTA_NET:
+ case GGML_OP_DSV4_HC_COMB:
+ case GGML_OP_DSV4_HC_PRE:
+ case GGML_OP_DSV4_HC_POST:
{
n_tasks = n_threads;
} break;
@@ -2343,6 +2375,7 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) {
case GGML_OP_CONV_2D:
case GGML_OP_CONV_3D:
case GGML_OP_CONV_2D_DW:
+ case GGML_OP_COL2IM_1D:
case GGML_OP_CONV_TRANSPOSE_1D:
case GGML_OP_CONV_TRANSPOSE_2D:
{
@@ -2366,6 +2399,7 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) {
case GGML_OP_FLASH_ATTN_BACK:
case GGML_OP_SSM_CONV:
case GGML_OP_SSM_SCAN:
+ case GGML_OP_LIGHTNING_INDEXER:
{
n_tasks = n_threads;
} break;
@@ -2574,7 +2608,7 @@ static bool ggml_thread_apply_priority(int32_t prio) {
return true;
}
-#elif defined(__gnu_linux__)
+#elif defined(__linux__)
// TODO: this may not work on BSD, to be verified
static bool ggml_thread_apply_affinity(const bool * mask) {
@@ -2761,6 +2795,11 @@ struct ggml_cplan ggml_graph_plan(
n_threads = 1;
#endif
+#if defined(__wasi__)
+ // WASI doesn't support parallelism yet
+ n_threads = 1;
+#endif
+
size_t work_size = 0;
struct ggml_cplan cplan;
@@ -2840,7 +2879,14 @@ struct ggml_cplan ggml_graph_plan(
} break;
case GGML_OP_OUT_PROD:
{
- if (ggml_is_quantized(node->src[0]->type)) {
+ if (ggml_is_quantized(node->src[0]->type) ||
+ node->src[0]->type == GGML_TYPE_F16) {
+ cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
+ }
+ } break;
+ case GGML_OP_SET_ROWS:
+ {
+ if (node->src[0]->type == GGML_TYPE_F16 && node->type != GGML_TYPE_F16) {
cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
}
} break;
@@ -2943,7 +2989,7 @@ struct ggml_cplan ggml_graph_plan(
case GGML_OP_GATED_DELTA_NET:
{
const int64_t S_v = node->src[2]->ne[0];
- const int64_t K = node->src[5]->ne[1]; // state is (D, K, n_seqs)
+ const int64_t K = ggml_get_op_params_i32(node, 0);
const int64_t per_thread = S_v + (K > 1 ? S_v * S_v : 0);
cur = per_thread * sizeof(float) * n_tasks;
} break;
@@ -2951,6 +2997,12 @@ struct ggml_cplan ggml_graph_plan(
{
GGML_ABORT("fatal error");
}
+ case GGML_OP_LIGHTNING_INDEXER:
+ {
+ // temp buffer for dequantizing lightning indexer keys
+ const int64_t ne10 = node->src[1]->ne[0];
+ cur += sizeof(float)*ne10*n_tasks;
+ } break;
default:
break;
}
@@ -3760,6 +3812,14 @@ int ggml_cpu_has_sme(void) {
#endif
}
+int ggml_cpu_has_sme2(void) {
+#if defined(__ARM_ARCH) && defined(__ARM_FEATURE_SME2)
+ return 1;
+#else
+ return 0;
+#endif
+}
+
void ggml_cpu_init(void) {
// needed to initialize ggml_time
{
@@ -3793,6 +3853,11 @@ void ggml_cpu_init(void) {
ggml_table_f32_e8m0_half[i] = GGML_E8M0_TO_FP32_HALF(i);
}
+ // initialize UE4M3 table (256 entries)
+ for (int i = 0; i < (1 << 8); ++i) {
+ ggml_table_f32_ue4m3[i] = ggml_ue4m3_to_fp32(i);
+ }
+
const uint64_t t_end = ggml_time_us(); UNUSED(t_end);
GGML_PRINT_DEBUG("%s: GELU, Quick GELU, SILU and EXP tables initialized in %f ms\n", __func__, (t_end - t_start)/1000.0);
diff --git a/ggml/src/ggml-cpu/ggml-cpu.cpp b/ggml/src/ggml-cpu/ggml-cpu.cpp
index 128883b41c..8cece71f18 100644
--- a/ggml/src/ggml-cpu/ggml-cpu.cpp
+++ b/ggml/src/ggml-cpu/ggml-cpu.cpp
@@ -397,6 +397,7 @@ static void ggml_backend_cpu_device_get_props(ggml_backend_dev_t dev, struct ggm
/* .host_buffer = */ false,
/* .buffer_from_host_ptr = */ true,
/* .events = */ false,
+ /* .mmap_support = */ true,
};
}
@@ -462,12 +463,17 @@ static bool ggml_backend_cpu_device_supports_op(ggml_backend_dev_t dev, const st
return max_bias == 0.0f;
}
case GGML_OP_IM2COL_BACK:
- return src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32;
+ return src0->type == GGML_TYPE_F32 && (src1->type == GGML_TYPE_F32 || src1->type == GGML_TYPE_F16);
case GGML_OP_GET_ROWS_BACK:
return src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16;
case GGML_OP_OUT_PROD:
- return (src0->type == GGML_TYPE_F32 || (ggml_is_quantized(src0->type) && src0->ne[2] == src1->ne[2] && src0->ne[3] == src1->ne[3])) &&
+ return (src0->type == GGML_TYPE_F32 ||
+ ((src0->type == GGML_TYPE_F16 || ggml_is_quantized(src0->type)) && src0->ne[2] == src1->ne[2] && src0->ne[3] == src1->ne[3])) &&
src1->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32;
+ case GGML_OP_CONV_2D:
+ return ggml_is_contiguous(op->src[0]);
+ case GGML_OP_SSM_SCAN:
+ return ggml_get_op_params_i32(op, 0) == 1 || op->src[3]->ne[0] == 1;
default:
return true;
}
@@ -594,6 +600,9 @@ static ggml_backend_feature * ggml_backend_cpu_get_features(ggml_backend_reg_t r
if (ggml_cpu_has_sme()) {
features.push_back({ "SME", "1" });
}
+ if (ggml_cpu_has_sme2()) {
+ features.push_back({ "SME2", "1" });
+ }
if (ggml_cpu_has_riscv_v()) {
features.push_back({ "RISCV_V", "1" });
}
diff --git a/ggml/src/ggml-cpu/kleidiai/CMakeLists.txt b/ggml/src/ggml-cpu/kleidiai/CMakeLists.txt
new file mode 100644
index 0000000000..b36cb6d3a9
--- /dev/null
+++ b/ggml/src/ggml-cpu/kleidiai/CMakeLists.txt
@@ -0,0 +1,14 @@
+set(BUILD_SHARED_LIBS OFF)
+set(CMAKE_SKIP_INSTALL_RULES TRUE)
+
+add_subdirectory("${KLEIDIAI_SRC}" "${KLEIDIAI_BIN}" EXCLUDE_FROM_ALL)
+
+if (NOT TARGET kleidiai)
+ message(FATAL_ERROR "KleidiAI target was not created")
+endif()
+
+if (MSVC)
+ target_compile_options(kleidiai PRIVATE $<$<COMPILE_LANGUAGE:C,CXX>:/WX->)
+else()
+ target_compile_options(kleidiai PRIVATE $<$<COMPILE_LANGUAGE:C,CXX>:-Wno-error>)
+endif()
diff --git a/ggml/src/ggml-cpu/kleidiai/kernels.cpp b/ggml/src/ggml-cpu/kleidiai/kernels.cpp
index 8c4d7bc925..d4551298f8 100644
--- a/ggml/src/ggml-cpu/kleidiai/kernels.cpp
+++ b/ggml/src/ggml-cpu/kleidiai/kernels.cpp
@@ -3,37 +3,44 @@
//
// KleidiAI micro-kernels
-#include "kai_matmul_clamp_f32_qsi8d32p_qsi4c32p_interface.h"
-#include "kai_matmul_clamp_f32_qai8dxp_qsi8cxp_interface.h"
-#include "kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qsi8d32p4x4_qsi4c32p4x4_16x4_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.h"
-#include "kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.h"
-#include "kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.h"
-#include "kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa.h"
-#include "kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot.h"
-#include "kai_matmul_clamp_f32_qai8dxp1x8_qsi8cxp4x8_1x4_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4x4_1x4_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qai8dxp4x4_qsi8cxp4x4_16x4_neon_dotprod.h"
-#include "kai_matmul_clamp_f32_qai8dxp4x8_qsi8cxp4x8_16x4_neon_i8mm.h"
-#include "kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p8x8_16x8_sve_i8mm.h"
-#include "kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p8x8_1x8_sve_dotprod.h"
-#include "kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p_qsi4c32p_interface.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp_qsi8cxp_interface.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4x4_1x4_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x4_qsi4c32p4x4_16x4_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot.h"
+#include "kai/ukernels/matmul/matmul_clamp_fp32_bf16p_bf16p/kai_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x8_qsi8cxp4x8_1x4_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4x4_1x4_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp4x4_qsi8cxp4x4_16x4_neon_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qai8dxp_qsi8cxp/kai_matmul_clamp_f32_qai8dxp4x8_qsi8cxp4x8_16x4_neon_i8mm.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p8x8_16x8_sve_i8mm.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_qsi8d32p_qsi4c32p/kai_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p8x8_1x8_sve_dotprod.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_f16p_qsi4c32p/kai_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_f32p_f32p/kai_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_f32_f32p/kai_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla.h"
+#include "kai/ukernels/matmul/matmul_clamp_f32_f32p_f32p/kai_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa.h"
-#include "kai_lhs_pack_bf16p2vlx2_f32_sme.h"
-#include "kai_lhs_quant_pack_qsi8d32p_f32.h"
-#include "kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.h"
-#include "kai_lhs_quant_pack_qsi8d32p_f32_neon.h"
-#include "kai_lhs_quant_pack_qai8dxp_f32.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_pack_bf16p2vlx2_f32_sme.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_pack_f32p2vlx1_f32_sme.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_quant_pack_qsi8d32p_f32_neon.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_quant_pack_qai8dxp_f32.h"
-#include "kai_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme.h"
-#include "kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.h"
-#include "kai_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon.h"
-#include "kai_rhs_pack_nxk_qsi8cxp_qsi8cx_neon.h"
-#include "kai_lhs_pack_f16pmrx2_f32_neon.h"
+#include "kai/ukernels/matmul/pack/kai_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme.h"
+#include "kai/ukernels/matmul/pack/kai_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme.h"
+#include "kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.h"
+#include "kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon.h"
+#include "kai/ukernels/matmul/pack/kai_rhs_pack_nxk_qsi8cxp_qsi8cx_neon.h"
+#include "kai/ukernels/matmul/pack/kai_lhs_pack_f16pmrx2_f32_neon.h"
-#include "kai_common.h"
+#include "kai/kai_common.h"
#include "simd-mappings.h"
@@ -70,6 +77,21 @@ static inline void kernel_run_fn10(size_t m, size_t n, size_t k, size_t /*bl*/,
Fn(m, n, k, lhs, rhs, dst, dst_stride_row, dst_stride_col, clamp_min, clamp_max);
}
+template <void (*Fn)(size_t, size_t, size_t, const void *, size_t, const void *, void *, size_t, size_t, float, float)>
+static inline void kernel_run_lhs_stride_fn10(size_t m,
+ size_t n,
+ size_t k,
+ size_t lhs_stride,
+ const void * lhs,
+ const void * rhs,
+ void * dst,
+ size_t dst_stride_row,
+ size_t dst_stride_col,
+ float clamp_min,
+ float clamp_max) {
+ Fn(m, n, k, lhs, lhs_stride, rhs, dst, dst_stride_row, dst_stride_col, clamp_min, clamp_max);
+}
+
template<void(*Fn)(size_t,size_t,size_t,const void*,const void*,float*,size_t,size_t,float,float)>
static inline void kernel_run_float_fn10(size_t m, size_t n, size_t k, size_t /*bl*/,
const void* lhs, const void* rhs, void* dst,
@@ -306,9 +328,8 @@ static void dequantize_row_qsi8cxp(
}
static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
-#if defined(__ARM_FEATURE_SME)
{
- /* SME GEMM */
+ /* SME2 GEMM */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f16p1vlx2_qsi4c32p4vlx2_1vlx4vl_sme2_mopa,
@@ -329,7 +350,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_size_ex = */ &lhs_ps_fn6<kai_get_lhs_packed_size_lhs_pack_f16pmrx2_f32_neon>,
/* .pack_func_ex = */ &lhs_pack_void_fn10<kai_run_lhs_pack_f16pmrx2_f32_neon>,
},
- /* SME GEMV */
+ /* SME2 GEMV */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qsi8d32p1x4_qsi4c32p4vlx4_1x4vl_sme2_sdot,
@@ -356,13 +377,13 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon>,
/* .pack_func_ex = */ &rhs_pack_fn12<kai_run_rhs_pack_nxk_qsi4c32ps1s0scalef16_qsu4c32s16s0_neon>,
},
- /* .required_cpu = */ CPU_FEATURE_SME,
+ /* .required_cpu = */ CPU_FEATURE_SME2 | CPU_FEATURE_FP16,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
{
- /* SME GEMM */
+ /* SME2 GEMM */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa,
@@ -382,7 +403,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_pack_bf16p2vlx2_f32_sme>,
/* .pack_func_ex = */ &lhs_pack_void_fn9<kai_run_lhs_pack_bf16p2vlx2_f32_sme>,
},
- /* SME GEMV */
+ /* SME2 GEMV */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_bf16p2vlx2_bf16p2vlx2_2vlx2vl_sme2_mopa,
@@ -409,14 +430,12 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_stride_ex = */ &rhs_stride_fn1<kai_get_rhs_packed_stride_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme>,
/* .pack_func_ex = */ &rhs_pack_fn13<kai_run_rhs_pack_kxn_bf16p2vlx2b_f32_x32_sme>,
},
- /* .required_cpu = */ CPU_FEATURE_SME,
+ /* .required_cpu = */ CPU_FEATURE_SME2,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_F16,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
#if defined(__APPLE__)
-#if defined(__ARM_FEATURE_DOTPROD)
{
/* DOTPROD GEMM */
/* .kern_info = */ {
@@ -470,8 +489,6 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
-#if defined(__ARM_FEATURE_MATMUL_INT8)
{
/* i8mm GEMM */
/* .kern_info = */ {
@@ -493,7 +510,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_size_ex = */ &lhs_ps_fn6<kai_get_lhs_packed_size_lhs_quant_pack_qsi8d32p4x8sb_f32_neon>,
/* .pack_func_ex = */ &lhs_pack_float_fn10<kai_run_lhs_quant_pack_qsi8d32p4x8sb_f32_neon>,
},
- /* i8mm GEMV */
+ /* DOTPROD GEMV */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod,
@@ -520,14 +537,12 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0>,
/* .pack_func_ex = */ &rhs_pack_fn12<kai_run_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0>,
},
- /* .required_cpu = */ CPU_FEATURE_I8MM,
+ /* .required_cpu = */ CPU_FEATURE_I8MM | CPU_FEATURE_DOTPROD,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
#else
-#if defined(__ARM_FEATURE_SVE)
{
/* SVE i8mm GEMM */
/* .kern_info = */ {
@@ -581,8 +596,6 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
-#if defined(__ARM_FEATURE_MATMUL_INT8)
{
/* i8mm GEMM */
/* .kern_info = */ {
@@ -604,7 +617,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_size_ex = */ &lhs_ps_fn6<kai_get_lhs_packed_size_lhs_quant_pack_qsi8d32p4x8sb_f32_neon>,
/* .pack_func_ex = */ &lhs_pack_float_fn10<kai_run_lhs_quant_pack_qsi8d32p4x8sb_f32_neon>,
},
- /* i8mm GEMV */
+ /* DOTPROD GEMV */
/* .kern_info = */ {
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qsi8d32p1x8_qsi4c32p4x8_1x4x32_neon_dotprod,
@@ -631,13 +644,11 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0>,
/* .pack_func_ex = */ &rhs_pack_fn12<kai_run_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0>,
},
- /* .required_cpu = */ CPU_FEATURE_I8MM,
+ /* .required_cpu = */ CPU_FEATURE_I8MM | CPU_FEATURE_DOTPROD,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif // __ARM_FEATURE_MATMUL_INT8
-#if defined(__ARM_FEATURE_DOTPROD)
{
/* DOTPROD GEMM */
/* .kern_info = */ {
@@ -691,15 +702,13 @@ static ggml_kleidiai_kernels gemm_gemv_kernels[] = {
/* .rhs_type = */ GGML_TYPE_Q4_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
#endif
{ /* Sentinel */ }
};
static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = {
-#if defined(__ARM_FEATURE_SME)
{
- /* SME GEMM */
+ /* SME2 GEMM */
{
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme2_mopa,
@@ -719,7 +728,7 @@ static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = {
/* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_quant_pack_qai8dxp_f32>,
/* .pack_func_ex = */ &lhs_pack_float_fn9_no_bl<kai_run_lhs_quant_pack_qai8dxp_f32>,
},
- /* SME GEMV */
+ /* SME2 GEMV */
{
/* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot,
/* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme2_dot,
@@ -746,13 +755,64 @@ static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = {
/* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
/* .pack_func_ex = */ &rhs_pack_scale_fn12<kai_run_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
},
+ /* .required_cpu = */ CPU_FEATURE_SME2,
+ /* .lhs_type = */ GGML_TYPE_F32,
+ /* .rhs_type = */ GGML_TYPE_Q8_0,
+ /* .op_type = */ GGML_TYPE_F32,
+ },
+ {
+ /* SME GEMM (pure SME, no SME2 required) */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_mr = */ kai_get_mr_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa,
+ /* .get_lhs_offset_ex = */ &kernel_offs_fn2<kai_get_lhs_packed_offset_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa>,
+ /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn2<kai_get_rhs_packed_offset_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa>,
+ /* .run_kernel_ex = */ &kernel_run_float_fn10<kai_run_matmul_clamp_f32_qai8dxp1vlx4_qsi8cxp4vlx4_1vlx4vl_sme_mopa>,
+ },
+ /* .gemm_lhs_info = */ {
+ /* .get_offset = */ kai_get_lhs_offset_lhs_quant_pack_qai8dxp_f32,
+ /* .get_packed_offset_ex = */ &lhs_offs_fn5<kai_get_lhs_packed_offset_lhs_quant_pack_qai8dxp_f32>,
+ /* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_quant_pack_qai8dxp_f32>,
+ /* .pack_func_ex = */ &lhs_pack_float_fn9_no_bl<kai_run_lhs_quant_pack_qai8dxp_f32>,
+ },
+ /* SME GEMV (pure SME, no SME2 required) */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_mr = */ kai_get_mr_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot,
+ /* .get_lhs_offset_ex = */ &kernel_offs_fn2<kai_get_lhs_packed_offset_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot>,
+ /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn2<kai_get_rhs_packed_offset_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot>,
+ /* .run_kernel_ex = */ &kernel_run_float_fn10<kai_run_matmul_clamp_f32_qai8dxp1x4_qsi8cxp4vlx4_1x4vl_sme_dot>,
+ },
+ /* .gemv_lhs_info = */ {
+ /* .get_offset = */ kai_get_lhs_offset_lhs_quant_pack_qai8dxp_f32,
+ /* .get_packed_offset_ex = */ &lhs_offs_fn5<kai_get_lhs_packed_offset_lhs_quant_pack_qai8dxp_f32>,
+ /* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_quant_pack_qai8dxp_f32>,
+ /* .pack_func_ex = */ &lhs_pack_float_fn9_no_bl<kai_run_lhs_quant_pack_qai8dxp_f32>,
+ },
+ /* .rhs_info = */ {
+ /* .packed_stride = */ kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon,
+ /* .to_float = */ dequantize_row_qsi8cxp,
+ /* .packed_size_ex = */ &rhs_ps_fn5<kai_get_rhs_packed_size_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
+ /* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
+ /* .pack_func_ex = */ &rhs_pack_scale_fn12<kai_run_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
+ },
/* .required_cpu = */ CPU_FEATURE_SME,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_Q8_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
-#if defined(__ARM_FEATURE_MATMUL_INT8)
{
/* I8MM GEMM */
{
@@ -801,13 +861,11 @@ static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = {
/* .packed_stride_ex = */ &rhs_stride_fn4<kai_get_rhs_packed_stride_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
/* .pack_func_ex = */ &rhs_pack_scale_fn12<kai_run_rhs_pack_nxk_qsi8cxp_qsi8cx_neon>,
},
- /* .required_cpu = */ CPU_FEATURE_I8MM,
+ /* .required_cpu = */ CPU_FEATURE_I8MM | CPU_FEATURE_DOTPROD,
/* .lhs_type = */ GGML_TYPE_F32,
/* .rhs_type = */ GGML_TYPE_Q8_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
-#if defined(__ARM_FEATURE_DOTPROD)
{
/* DOTPROD GEMM */
{
@@ -861,7 +919,116 @@ static ggml_kleidiai_kernels gemm_gemv_kernels_q8[] = {
/* .rhs_type = */ GGML_TYPE_Q8_0,
/* .op_type = */ GGML_TYPE_F32,
},
-#endif
+ { /* Sentinel */ }
+};
+
+static ggml_kleidiai_kernels ggml_kleidiai_kernels_f32[] = {
+ {
+ /* SME2 GEMM */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_mr = */ kai_get_mr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa,
+ /* .get_lhs_offset_ex = */ &kernel_offs_fn2<kai_get_lhs_packed_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa>,
+ /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn2<kai_get_rhs_packed_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa>,
+ /* .run_kernel_ex = */ &kernel_run_fn10<kai_run_matmul_clamp_f32_f32p2vlx1_f32p2vlx1biasf32_sme2_mopa>,
+ },
+ /* .gemm_lhs_info = */ {
+ /* .get_offset = */ kai_get_lhs_offset_lhs_pack_f32p2vlx1_f32_sme,
+ /* .get_packed_offset_ex = */ &lhs_offs_fn5<kai_get_lhs_packed_offset_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .pack_func_ex = */ &lhs_pack_void_fn9<kai_run_lhs_pack_f32p2vlx1_f32_sme>,
+ },
+ /* SME2 GEMV */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_mr = */ kai_get_m_step_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla,
+ /* .get_lhs_offset_ex = */ &kernel_offs_fn2<kai_get_lhs_offset_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla>,
+ /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn2<kai_get_rhs_packed_offset_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla>,
+ /* .run_kernel_ex = */ &kernel_run_lhs_stride_fn10<kai_run_matmul_clamp_f32_f32_f32p2vlx1b_1x16vl_sme2_mla>,
+ },
+ /* .gemv_lhs_info = */ {
+ /* .get_offset = */ nullptr,
+ /* .get_packed_offset_ex = */ nullptr,
+ /* .packed_size_ex = */ nullptr,
+ /* .pack_func_ex = */ nullptr,
+ },
+ /* .rhs_info = */ {
+ /* .packed_stride = */ nullptr,
+ /* .to_float = */ nullptr,
+ /* .packed_size_ex = */ &rhs_ps_fn2<kai_get_rhs_packed_size_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ /* .packed_stride_ex = */ &rhs_stride_fn1<kai_get_rhs_packed_stride_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ /* .pack_func_ex = */ &rhs_pack_fn13<kai_run_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ },
+ /* .required_cpu = */ CPU_FEATURE_SME2,
+ /* .lhs_type = */ GGML_TYPE_F32,
+ /* .rhs_type = */ GGML_TYPE_F32,
+ /* .op_type = */ GGML_TYPE_F32,
+ },
+ {
+ /* SME GEMM */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_mr = */ kai_get_mr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_lhs_offset_ex = */ &kernel_offs_fn2<kai_get_lhs_packed_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa>,
+ /* .get_rhs_packed_offset_ex = */ &kernel_offs_fn2<kai_get_rhs_packed_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa>,
+ /* .run_kernel_ex = */ &kernel_run_fn10<kai_run_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa>,
+ },
+ /* .gemm_lhs_info = */ {
+ /* .get_offset = */ kai_get_lhs_offset_lhs_pack_f32p2vlx1_f32_sme,
+ /* .get_packed_offset_ex = */ &lhs_offs_fn5<kai_get_lhs_packed_offset_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .pack_func_ex = */ &lhs_pack_void_fn9<kai_run_lhs_pack_f32p2vlx1_f32_sme>,
+ },
+ /* SME GEMV */
+ {
+ /* .get_m_step = */ kai_get_m_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_n_step = */ kai_get_n_step_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_mr = */ kai_get_mr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_nr = */ kai_get_nr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_kr = */ kai_get_kr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_sr = */ kai_get_sr_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_dst_offset = */ kai_get_dst_offset_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_dst_size = */ kai_get_dst_size_matmul_clamp_f32_f32p2vlx1_f32p2vlx1b_2vlx2vl_sme_mopa,
+ /* .get_lhs_offset_ex = */ nullptr,
+ /* .get_rhs_packed_offset_ex = */ nullptr,
+ /* .run_kernel_ex = */ nullptr,
+ },
+ /* .gemv_lhs_info = */ {
+ /* .get_offset = */ kai_get_lhs_offset_lhs_pack_f32p2vlx1_f32_sme,
+ /* .get_packed_offset_ex = */ &lhs_offs_fn5<kai_get_lhs_packed_offset_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .packed_size_ex = */ &lhs_ps_fn5<kai_get_lhs_packed_size_lhs_pack_f32p2vlx1_f32_sme>,
+ /* .pack_func_ex = */ &lhs_pack_void_fn9<kai_run_lhs_pack_f32p2vlx1_f32_sme>,
+ },
+ /* .rhs_info = */ {
+ /* .packed_stride = */ nullptr,
+ /* .to_float = */ nullptr,
+ /* .packed_size_ex = */ &rhs_ps_fn2<kai_get_rhs_packed_size_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ /* .packed_stride_ex = */ &rhs_stride_fn1<kai_get_rhs_packed_stride_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ /* .pack_func_ex = */ &rhs_pack_fn13<kai_run_rhs_pack_nxk_f32p2vlx1biasf32_f32_f32_sme>,
+ },
+ /* .required_cpu = */ CPU_FEATURE_SME,
+ /* .lhs_type = */ GGML_TYPE_F32,
+ /* .rhs_type = */ GGML_TYPE_F32,
+ /* .op_type = */ GGML_TYPE_F32,
+ },
{ /* Sentinel */ }
};
@@ -869,10 +1036,6 @@ ggml_kleidiai_kernels * ggml_kleidiai_select_kernels(cpu_feature cpu_features, c
ggml_kleidiai_kernels * kernel = nullptr;
if (tensor->op == GGML_OP_MUL_MAT && tensor->src[0] != nullptr && tensor->src[1] != nullptr) {
-#if defined(__ARM_FEATURE_SME) || \
- defined(__ARM_FEATURE_DOTPROD) || \
- defined(__ARM_FEATURE_MATMUL_INT8) || \
- defined(__ARM_FEATURE_SVE)
auto try_table = [&](auto & table) {
for (size_t i = 0; i < NELEMS(table) - 1; ++i) {
if ((cpu_features & table[i].required_cpu) == table[i].required_cpu &&
@@ -888,14 +1051,11 @@ ggml_kleidiai_kernels * ggml_kleidiai_select_kernels(cpu_feature cpu_features, c
if (tensor->src[0]->type == GGML_TYPE_Q8_0) {
try_table(gemm_gemv_kernels_q8);
+ } else if (tensor->src[0]->type == GGML_TYPE_F32) {
+ try_table(ggml_kleidiai_kernels_f32);
} else {
try_table(gemm_gemv_kernels);
}
-#else
- GGML_UNUSED(gemm_gemv_kernels);
- GGML_UNUSED(gemm_gemv_kernels_q8);
- GGML_UNUSED(cpu_features);
-#endif
}
return kernel;
@@ -904,19 +1064,13 @@ ggml_kleidiai_kernels * ggml_kleidiai_select_kernels(cpu_feature cpu_features, c
ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_q4_0(cpu_feature features) {
ggml_kleidiai_kernels * kernels = nullptr;
-#if defined(__ARM_FEATURE_SME) || \
- defined(__ARM_FEATURE_DOTPROD) || \
- defined(__ARM_FEATURE_MATMUL_INT8) || \
- defined(__ARM_FEATURE_SVE)
for (size_t i = 0; i < NELEMS(gemm_gemv_kernels) - 1; ++i) {
- if ((features & gemm_gemv_kernels[i].required_cpu) == gemm_gemv_kernels[i].required_cpu) {
+ if ((features & gemm_gemv_kernels[i].required_cpu) == gemm_gemv_kernels[i].required_cpu &&
+ gemm_gemv_kernels[i].rhs_type == GGML_TYPE_Q4_0) {
kernels = &gemm_gemv_kernels[i];
break;
}
}
-#else
- GGML_UNUSED(features);
-#endif
return kernels;
}
@@ -924,16 +1078,24 @@ ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_q4_0(cpu_feature features)
ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_q8_0(cpu_feature features) {
ggml_kleidiai_kernels * kernels = nullptr;
-#if defined(__ARM_FEATURE_SME) || defined(__ARM_FEATURE_DOTPROD) || defined(__ARM_FEATURE_MATMUL_INT8)
for (size_t i = 0; i < NELEMS(gemm_gemv_kernels_q8) - 1; ++i) {
if ((features & gemm_gemv_kernels_q8[i].required_cpu) == gemm_gemv_kernels_q8[i].required_cpu) {
kernels = &gemm_gemv_kernels_q8[i];
break;
}
}
-#else
- GGML_UNUSED(features);
-#endif
return kernels;
}
+
+ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_f32(cpu_feature features) {
+ ggml_kleidiai_kernels * kernels = nullptr;
+
+ for (size_t i = 0; i < NELEMS(ggml_kleidiai_kernels_f32) - 1; ++i) {
+ if ((features & ggml_kleidiai_kernels_f32[i].required_cpu) == ggml_kleidiai_kernels_f32[i].required_cpu) {
+ kernels = &ggml_kleidiai_kernels_f32[i];
+ break;
+ }
+ }
+ return kernels;
+}
diff --git a/ggml/src/ggml-cpu/kleidiai/kernels.h b/ggml/src/ggml-cpu/kleidiai/kernels.h
index 129245400b..1da8610eae 100644
--- a/ggml/src/ggml-cpu/kleidiai/kernels.h
+++ b/ggml/src/ggml-cpu/kleidiai/kernels.h
@@ -1,4 +1,4 @@
-// SPDX-FileCopyrightText: Copyright 2025 Arm Limited and/or its affiliates <open-source-office@arm.com>
+// SPDX-FileCopyrightText: Copyright 2025-2026 Arm Limited and/or its affiliates <open-source-office@arm.com>
// SPDX-License-Identifier: MIT
//
@@ -11,7 +11,9 @@ enum cpu_feature {
CPU_FEATURE_DOTPROD = 1,
CPU_FEATURE_I8MM = 2,
CPU_FEATURE_SVE = 4,
- CPU_FEATURE_SME = 8
+ CPU_FEATURE_SME = 8,
+ CPU_FEATURE_SME2 = 16,
+ CPU_FEATURE_FP16 = 32
};
inline cpu_feature& operator|=(cpu_feature& lhs, cpu_feature rhs) {
@@ -55,6 +57,12 @@ struct lhs_packing_info {
size_t m_idx_start, const void * lhs, size_t lhs_stride, void * lhs_packed);
};
+enum rhs_repack_mode {
+ RHS_REPACK_PER_KERNEL,
+ RHS_REPACK_SHARED,
+ RHS_REPACK_SINGLE_ONLY,
+};
+
struct rhs_packing_info {
size_t (*packed_stride)(size_t k, size_t nr, size_t kr, size_t bl);
@@ -68,6 +76,8 @@ struct rhs_packing_info {
void (*pack_func_ex)(size_t num_groups, size_t n, size_t k, size_t nr, size_t kr, size_t sr, size_t bl,
size_t rhs_stride, const void * rhs, const void * bias, const void * scale, void * rhs_packed, size_t extra_bytes, const void * params);
+
+ rhs_repack_mode repack_mode = RHS_REPACK_PER_KERNEL;
};
struct ggml_kleidiai_kernels {
@@ -88,3 +98,4 @@ struct ggml_kleidiai_kernels {
ggml_kleidiai_kernels * ggml_kleidiai_select_kernels(cpu_feature cpu_features, const ggml_tensor * tensor);
ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_q4_0(cpu_feature features);
ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_q8_0(cpu_feature features);
+ggml_kleidiai_kernels * ggml_kleidiai_select_kernels_f32(cpu_feature features);
diff --git a/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp b/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
index 9e54b676b9..92d7fd644f 100644
--- a/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
+++ b/ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
@@ -2,10 +2,12 @@
// SPDX-License-Identifier: MIT
//
#include <arm_neon.h>
-#include <assert.h>
-#include <stdio.h>
+#include <cassert>
+#include <cstdio>
+#include <cstdlib>
#include <atomic>
#include <cfloat>
+#include <cctype>
#include <algorithm>
#include <cmath>
#include <stdexcept>
@@ -17,22 +19,21 @@
#include <cstddef>
#include <cstdint>
#include <fstream>
-#include <set>
+#include <map>
#include <iostream>
#include <climits>
+#include <charconv>
+#include <system_error>
#if defined(__linux__)
#include <asm/hwcap.h>
+#include <dirent.h>
#include <sys/auxv.h>
#include <sys/types.h>
#include <sys/stat.h>
#include <unistd.h>
#elif defined(__APPLE__)
-#include <string_view>
#include <sys/sysctl.h>
#include <sys/types.h>
-#elif defined(_WIN32)
-#include <windows.h>
-#include <excpt.h>
#endif
#include "kleidiai.h"
@@ -40,13 +41,14 @@
#include "ggml-cpu.h"
#include "ggml-cpu-impl.h"
#include "ggml-impl.h"
+#include "ggml-feats.h"
#include "ggml-backend-impl.h"
#include "ggml-threading.h"
#include "traits.h"
#include "kernels.h"
-#include "kai_common.h"
+#include "kai/kai_common.h"
#define GGML_COMMON_DECL_CPP
#include "ggml-common.h"
@@ -60,14 +62,21 @@ struct ggml_kleidiai_context {
cpu_feature features;
ggml_kleidiai_kernels * kernels_q4;
ggml_kleidiai_kernels * kernels_q8;
- int sme_thread_cap; // <= 0 means “SME disabled/unknown”;
- int thread_hint; // <= 0 means “no hint”
+ ggml_kleidiai_kernels * kernels_f32;
+ int sme_thread_cap; // <= 0 means "SME disabled/unknown"
+ int thread_hint; // <= 0 means "no hint"
int chunk_multiplier;
-} static ctx = { CPU_FEATURE_NONE, nullptr, nullptr, 0, -1, 4 };
+} static ctx = { CPU_FEATURE_NONE, nullptr, nullptr, nullptr, 0, -1, 4 };
+
+static inline bool is_sme_family(cpu_feature f) {
+ return (f & (CPU_FEATURE_SME | CPU_FEATURE_SME2)) != CPU_FEATURE_NONE;
+}
static const char* cpu_feature_to_string(cpu_feature f) {
if (f == CPU_FEATURE_NONE) {
return "NONE";
+ } else if ((f & CPU_FEATURE_SME2) == CPU_FEATURE_SME2) {
+ return "SME2";
} else if ((f & CPU_FEATURE_SME) == CPU_FEATURE_SME) {
return "SME";
} else if ((f & CPU_FEATURE_SVE) == CPU_FEATURE_SVE) {
@@ -83,24 +92,117 @@ static const char* cpu_feature_to_string(cpu_feature f) {
}
}
+#if defined(__linux__) && defined(__aarch64__)
+static bool parse_cpu_dir_name(const char* name, size_t* cpu) {
+ if (strncmp(name, "cpu", 3) != 0 ||
+ name[3] < '0' || name[3] > '9') {
+ return false;
+ }
+
+ const char* first = name + 3;
+ const char* last = name + strlen(name);
+
+ size_t value = 0;
+ const auto [end, ec] = std::from_chars(first, last, value, 10);
+
+ if (ec != std::errc{} || end != last) {
+ return false;
+ }
+
+ *cpu = value;
+ return true;
+}
+
+static std::vector<size_t> detect_cpu_ids() {
+ std::vector<size_t> cpus;
+
+ DIR * dir = opendir("/sys/devices/system/cpu");
+ if (dir == nullptr) {
+ return cpus;
+ }
+
+ while (dirent * entry = readdir(dir)) {
+ size_t cpu = 0;
+ if (parse_cpu_dir_name(entry->d_name, &cpu)) {
+ cpus.push_back(cpu);
+ }
+ }
+ closedir(dir);
+
+ std::sort(cpus.begin(), cpus.end());
+ cpus.erase(std::unique(cpus.begin(), cpus.end()), cpus.end());
+ return cpus;
+}
+#endif
+
+#if defined(__APPLE__) && defined(__aarch64__)
+static bool apple_sme_counted_perf_level(std::string name) {
+ for (std::string::size_type i = 0; i < name.size(); ++i) {
+ name[i] = (char) std::tolower((unsigned char) name[i]);
+ }
+
+ // Conservative ceiling: only count perf-level names observed to provide full SME throughput.
+ // Future names should be calibrated here before they raise the automatic SME thread cap.
+ return name.find("super") != std::string::npos ||
+ name.find("performance") != std::string::npos;
+}
+#endif
+
+static void add_smcus_from_smidr(uint64_t smidr, size_t & num_private, std::map<uint32_t, size_t> & shared_counts) {
+ // Arm ARM: SMIDR_EL1. SH==0 is implementation-defined; keep the existing
+ // conservative policy and only treat zero affinity as private.
+ const uint32_t sh = (uint32_t)((smidr >> 13) & 0x3);
+ const uint32_t nsmc = (uint32_t)((smidr >> 56) & 0xF);
+ const size_t shared_count = nsmc == 0xF ? 1 : (size_t)nsmc + 1;
+ const uint32_t affinity = (uint32_t)(smidr & 0xFFFu);
+ const uint32_t affinity2 = (uint32_t)((smidr >> 32) & 0xFFFFFu);
+ const uint32_t id = (affinity2 << 12) | affinity;
+
+ if (nsmc == 0xF) {
+ GGML_LOG_WARN("kleidiai: NSMC detected as 0xF indicating reseved value, setting min safe shared SMCU count to 1");
+ }
+
+ switch (sh) {
+ case 2: // private SMCU
+ ++num_private;
+ break;
+ case 3: // shared SMCU
+ if (shared_counts[id] < shared_count) {
+ shared_counts[id] = shared_count;
+ }
+ break;
+ case 0:
+ if (id == 0) {
+ ++num_private;
+ } else if (shared_counts[id] < shared_count) {
+ shared_counts[id] = shared_count;
+ }
+ break;
+ default:
+ break;
+ }
+}
+
static size_t detect_num_smcus() {
- if (!ggml_cpu_has_sme()) {
+ const auto runtime_feat = ggml_feats_get_arch64_runtime();
+ if (!runtime_feat.has_sme) {
return 0;
}
#if defined(__linux__) && defined(__aarch64__)
// Linux/aarch64: Best-effort count of Streaming Mode Compute Units (SMCUs) via SMIDR_EL1 sysfs.
size_t num_private = 0;
- std::set<uint32_t> shared_ids;
+ std::map<uint32_t, size_t> shared_counts;
- for (size_t cpu = 0;; ++cpu) {
+ const std::vector<size_t> cpus = detect_cpu_ids();
+ for (const size_t cpu : cpus) {
const std::string path =
"/sys/devices/system/cpu/cpu" + std::to_string(cpu) +
"/regs/identification/smidr_el1";
std::ifstream file(path);
if (!file.is_open()) {
- break;
+ continue;
}
uint64_t smidr = 0;
@@ -108,58 +210,73 @@ static size_t detect_num_smcus() {
continue;
}
- // Arm ARM: SMIDR_EL1
- const uint32_t sh = (uint32_t)((smidr >> 13) & 0x3);
- // Build an "affinity-like" identifier for shared SMCUs.
- // Keep the original packing logic, but isolate it here.
- const uint32_t id = (uint32_t)((smidr & 0xFFFu) | ((smidr >> 20) & 0xFFFFF000u));
-
- switch (sh) {
- case 0b10: // private SMCU
- ++num_private;
- break;
- case 0b11: // shared SMCU
- shared_ids.emplace(id);
- break;
- case 0b00:
- // Ambiguous / implementation-defined. Be conservative:
- // treat id==0 as private, otherwise as shared.
- if (id == 0) ++num_private;
- else shared_ids.emplace(id);
- break;
- default:
- break;
- }
+ add_smcus_from_smidr(smidr, num_private, shared_counts);
}
- return num_private + shared_ids.size();
+ size_t total = num_private;
+ for (const auto & entry : shared_counts) {
+ total += entry.second;
+ }
+ return total;
#elif defined(__APPLE__) && defined(__aarch64__)
- // table for known M4 variants. Users can override via GGML_KLEIDIAI_SME=<n>.
- char chip_name[256] = {};
- size_t size = sizeof(chip_name);
+ int perf_levels = 0;
+ size_t size = sizeof(perf_levels);
+ if (sysctlbyname("hw.nperflevels", &perf_levels, &size, nullptr, 0) != 0 ||
+ size != sizeof(perf_levels) || perf_levels <= 0) {
+ return 0;
+ }
- if (sysctlbyname("machdep.cpu.brand_string", chip_name, &size, nullptr, 0) == 0) {
- const std::string brand(chip_name);
+ size_t units = 0;
+ for (int i = 0; i < perf_levels; ++i) {
+ char key[64] = {};
+ int physical_cpus = 0;
+ int cpus_per_l2 = 0;
- struct ModelSMCU { const char *match; size_t smcus; };
- static const ModelSMCU table[] = {
- { "M4 Ultra", 2 },
- { "M4 Max", 2 },
- { "M4 Pro", 2 },
- { "M4", 1 },
- };
+ snprintf(key, sizeof(key), "hw.perflevel%d.physicalcpu", i);
+ size = sizeof(physical_cpus);
+ if (sysctlbyname(key, &physical_cpus, &size, nullptr, 0) != 0 ||
+ size != sizeof(physical_cpus) || physical_cpus <= 0) {
+ continue;
+ }
- for (const auto &e : table) {
- if (brand.find(e.match) != std::string::npos) {
- return e.smcus;
- }
+ snprintf(key, sizeof(key), "hw.perflevel%d.cpusperl2", i);
+ size = sizeof(cpus_per_l2);
+ if (sysctlbyname(key, &cpus_per_l2, &size, nullptr, 0) != 0 ||
+ size != sizeof(cpus_per_l2) || cpus_per_l2 <= 0) {
+ continue;
+ }
+
+ snprintf(key, sizeof(key), "hw.perflevel%d.name", i);
+ size = 0;
+ if (sysctlbyname(key, nullptr, &size, nullptr, 0) != 0 || size == 0) {
+ continue;
+ }
+
+ std::string name(size, '\0');
+ if (sysctlbyname(key, &name[0], &size, nullptr, 0) != 0) {
+ continue;
+ }
+ name.resize(size);
+ while (!name.empty() && name.back() == '\0') {
+ name.pop_back();
+ }
+
+ if (apple_sme_counted_perf_level(name)) {
+ units += (size_t) ((physical_cpus + cpus_per_l2 - 1) / cpus_per_l2);
}
}
- return 1;
+
+ return units;
+
+#elif defined(_WIN32) && (defined(_M_ARM64) || defined(__aarch64__))
+ // No verified Windows arm64 SMCU detection path yet. Return unknown and use
+ // GGML_KLEIDIAI_SME=N as a diagnostics/debug override for SME thread cap
+ // calibration until a detection mechanism is verified on real hardware.
+ return 0;
#else
- return 1;
+ return 0;
#endif
}
@@ -188,16 +305,19 @@ static void init_kleidiai_context(void) {
if (!initialized) {
initialized = true;
+ // Optional diagnostics/debug overrides; production defaults come from runtime detection.
const char *env_sme = getenv("GGML_KLEIDIAI_SME");
const char *env_threads = getenv("GGML_TOTAL_THREADS");
const char *env_chunk_mult = getenv("GGML_KLEIDIAI_CHUNK_MULTIPLIER");
- const bool cpu_has_sme = ggml_cpu_has_sme();
+ const auto runtime_feat = ggml_feats_get_arch64_runtime();
+
size_t detected_smcus = 0;
- ctx.features = (ggml_cpu_has_dotprod() ? CPU_FEATURE_DOTPROD : CPU_FEATURE_NONE) |
- (ggml_cpu_has_matmul_int8() ? CPU_FEATURE_I8MM : CPU_FEATURE_NONE) |
- ((ggml_cpu_has_sve() && ggml_cpu_get_sve_cnt() == QK8_0) ? CPU_FEATURE_SVE : CPU_FEATURE_NONE);
+ ctx.features = (runtime_feat.has_dotprod ? CPU_FEATURE_DOTPROD : CPU_FEATURE_NONE) |
+ (runtime_feat.has_i8mm ? CPU_FEATURE_I8MM : CPU_FEATURE_NONE) |
+ (runtime_feat.has_fp16 ? CPU_FEATURE_FP16 : CPU_FEATURE_NONE) |
+ (runtime_feat.sve_cnt == QK8_0 ? CPU_FEATURE_SVE : CPU_FEATURE_NONE);
if (env_threads) {
bool ok = false;
@@ -215,57 +335,60 @@ static void init_kleidiai_context(void) {
}
}
- // SME policy:
- // - If CPU doesn't support SME: SME always off.
- // - Else:
- // - env unset => auto-detect cores; enable if detected > 0.
- // - env=0 => force off.
- // - env>0 => force N cores (skip detection).
int sme_cores = 0;
bool sme_env_ok = false;
bool sme_env_set = (env_sme != nullptr);
- if (!cpu_has_sme) {
- if (sme_env_set) {
- bool ok = false;
- int req = parse_uint_env(env_sme, "GGML_KLEIDIAI_SME", &ok);
- if (ok && req > 0) {
- GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME=%d but SME is not supported on this CPU; disabling SME\n", req);
- }
- }
- sme_cores = 0;
- } else {
- if (sme_env_set) {
- bool ok = false;
- int v = parse_uint_env(env_sme, "GGML_KLEIDIAI_SME", &ok);
- sme_env_ok = ok;
+ const bool has_supported_sme_family = runtime_feat.has_sme;
+ bool sme_cap_detected = false;
- if (!ok) {
- GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME set but parsing failed; falling back to runtime SME-core detection\n");
- detected_smcus = detect_num_smcus();
- sme_cores = detected_smcus > 0 ? (int)detected_smcus : 0;
- } else if (v == 0) {
- sme_cores = 0;
- } else {
+ if (has_supported_sme_family) {
+ detected_smcus = detect_num_smcus();
+ sme_cap_detected = detected_smcus > 0;
+ // Some platforms expose SME without exposing a calibrated SMCU count.
+ // Use one SME thread as the conservative default; add platform SMCU detection to raise it.
+ sme_cores = sme_cap_detected ? (int)detected_smcus : 1;
+
+ if (!sme_env_set && !sme_cap_detected) {
+ GGML_LOG_INFO("kleidiai: SME detected; SMCU count unavailable, using conservative SME thread cap=1\n");
+ }
+ }
+
+ // Runtime-detect SME support and available SMCUs first. The detected SMCU
+ // count is used as the SME thread cap, and GGML_KLEIDIAI_SME can debug-override that:
+ // - unset: use runtime detection.
+ // - 0: disable SME-family kernels.
+ // - N > 0: use N as the SME thread cap, if an SME-family kernel is selectable.
+ if (sme_env_set) {
+ bool ok = false;
+ int v = parse_uint_env(env_sme, "GGML_KLEIDIAI_SME", &ok);
+ sme_env_ok = ok;
+
+ if (ok) {
+ if (has_supported_sme_family) {
sme_cores = v;
+ } else {
+ if (v > 0) {
+ GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME=%d but SME is not supported on this CPU; disabling SME-family kernels\n", v);
+ }
+ sme_cores = 0;
}
} else {
- detected_smcus = detect_num_smcus();
- sme_cores = detected_smcus > 0 ? (int)detected_smcus : 0;
+ GGML_LOG_WARN("kleidiai: GGML_KLEIDIAI_SME set but parsing failed; using automatic SME thread cap\n");
}
+ }
- if (!sme_env_set && sme_cores == 0) {
- GGML_LOG_WARN("kleidiai: SME supported but runtime SME-core detection returned 0; falling back to NEON\n");
- }
-
- if (sme_cores > 0) {
- ctx.features |= CPU_FEATURE_SME;
+ if (sme_cores > 0 && has_supported_sme_family) {
+ ctx.features |= CPU_FEATURE_SME;
+ if (runtime_feat.has_sme2) {
+ ctx.features |= CPU_FEATURE_SME2;
}
}
// Kernel selection
- ctx.kernels_q4 = ggml_kleidiai_select_kernels_q4_0(ctx.features);
- ctx.kernels_q8 = ggml_kleidiai_select_kernels_q8_0(ctx.features);
+ ctx.kernels_q4 = ggml_kleidiai_select_kernels_q4_0(ctx.features);
+ ctx.kernels_q8 = ggml_kleidiai_select_kernels_q8_0(ctx.features);
+ ctx.kernels_f32 = ggml_kleidiai_select_kernels_f32(ctx.features);
if (!ctx.kernels_q4) {
GGML_LOG_INFO("kleidiai: no compatible q4 kernels found for CPU features mask %d\n", (int)ctx.features);
@@ -279,13 +402,25 @@ static void init_kleidiai_context(void) {
GGML_LOG_INFO("kleidiai: primary q8 kernel feature %s\n", cpu_feature_to_string(ctx.kernels_q8->required_cpu));
}
- ctx.sme_thread_cap = (ctx.features & CPU_FEATURE_SME) ? sme_cores : 0;
+ if (!ctx.kernels_f32) {
+ GGML_LOG_INFO("kleidiai: no compatible f32 kernels found for CPU features mask %d\n", (int)ctx.features);
+ } else {
+ GGML_LOG_INFO("kleidiai: primary f32 kernel feature %s\n", cpu_feature_to_string(ctx.kernels_f32->required_cpu));
+ }
- if (ctx.features & CPU_FEATURE_SME) {
+ const bool has_selected_sme_family_kernel =
+ (ctx.kernels_q4 && is_sme_family(ctx.kernels_q4->required_cpu)) ||
+ (ctx.kernels_q8 && is_sme_family(ctx.kernels_q8->required_cpu)) ||
+ (ctx.kernels_f32 && is_sme_family(ctx.kernels_f32->required_cpu));
+ ctx.sme_thread_cap = has_selected_sme_family_kernel ? sme_cores : 0;
+
+ if (has_selected_sme_family_kernel) {
if (sme_env_set && sme_env_ok && sme_cores > 0) {
- GGML_LOG_INFO("kleidiai: SME enabled (GGML_KLEIDIAI_SME=%d override)\n", sme_cores);
+ GGML_LOG_INFO("kleidiai: SME enabled (GGML_KLEIDIAI_SME=%d debug override)\n", sme_cores);
+ } else if (sme_cap_detected) {
+ GGML_LOG_INFO("kleidiai: SME enabled (runtime-detected SME thread cap=%d)\n", sme_cores);
} else {
- GGML_LOG_INFO("kleidiai: SME enabled (runtime-detected SME cores=%d)\n", sme_cores);
+ GGML_LOG_INFO("kleidiai: SME enabled (runtime SME detected, conservative thread cap=%d)\n", sme_cores);
}
} else {
GGML_LOG_INFO("kleidiai: SME disabled\n");
@@ -334,6 +469,13 @@ static inline size_t ceil_div_size(size_t a, size_t b) {
return b == 0 ? 0 : (a + b - 1) / b;
}
+static inline size_t kleidiai_chunk_cols(size_t n, int nth_total, bool disable_chunking, size_t n_step) {
+ const size_t multiplier = (nth_total == 1 || disable_chunking) ? 1 : std::max<size_t>(1, (size_t) ctx.chunk_multiplier);
+ const size_t divisor = std::max<size_t>(1, (size_t) nth_total * multiplier);
+ const size_t chunk_cols = align_up(std::max<size_t>(1, ceil_div_size(n, divisor)), n_step);
+ return chunk_cols ? chunk_cols : n_step;
+}
+
struct kleidiai_block_args {
size_t lhs_bl;
size_t rhs_bl;
@@ -418,6 +560,10 @@ static inline ggml_kleidiai_kernels * kleidiai_primary_kernel_q8() {
return ctx.kernels_q8;
}
+static inline ggml_kleidiai_kernels * kleidiai_primary_kernel_f32() {
+ return ctx.kernels_f32;
+}
+
template <typename SelectFallback>
static int kleidiai_collect_kernel_chain_common(
ggml_kleidiai_kernels * primary,
@@ -430,11 +576,16 @@ static int kleidiai_collect_kernel_chain_common(
}
out[count++] = primary;
- if ((primary->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) {
- const cpu_feature fallback_mask = static_cast<cpu_feature>(features & ~CPU_FEATURE_SME);
+ if (primary->rhs_info.repack_mode == RHS_REPACK_SINGLE_ONLY) {
+ return count;
+ }
+
+ if (is_sme_family(primary->required_cpu)) {
+ const cpu_feature fallback_mask = static_cast<cpu_feature>(features & ~(CPU_FEATURE_SME | CPU_FEATURE_SME2));
if (fallback_mask != CPU_FEATURE_NONE) {
ggml_kleidiai_kernels * fallback = select_fallback(fallback_mask);
if (fallback && fallback != primary &&
+ fallback->rhs_info.repack_mode != RHS_REPACK_SINGLE_ONLY &&
fallback->lhs_type == primary->lhs_type &&
fallback->rhs_type == primary->rhs_type &&
fallback->op_type == primary->op_type) {
@@ -465,6 +616,12 @@ static int kleidiai_collect_q8_chain(std::array<ggml_kleidiai_kernels *, GGML_KL
[&](cpu_feature mask) { return ggml_kleidiai_select_kernels_q8_0(mask); });
}
+static int kleidiai_collect_f32_chain(std::array<ggml_kleidiai_kernels *, GGML_KLEIDIAI_MAX_KERNEL_SLOTS> & out) {
+ ggml_kleidiai_kernels * primary = kleidiai_primary_kernel_f32();
+ return kleidiai_collect_kernel_chain_common(primary, ctx.features, out,
+ [&](cpu_feature mask) { return ggml_kleidiai_select_kernels_f32(mask); });
+}
+
static inline int64_t ggml_ne(const ggml_tensor * tensor, int dim) {
GGML_ASSERT(dim >= 0 && dim < GGML_MAX_DIMS);
return tensor->ne[dim];
@@ -539,6 +696,45 @@ class tensor_traits : public ggml::cpu::tensor_traits {
return true;
}
+ if (op->src[0]->type == GGML_TYPE_F32) {
+ ggml_kleidiai_kernels * primary = kernel_chain[0];
+ kernel_info * gemv_kernel = primary ? &primary->gemv : nullptr;
+ if (is_gemv && op->src[1]->nb[0] == (int64_t) sizeof(float) && gemv_kernel &&
+ gemv_kernel->get_lhs_offset_ex && gemv_kernel->get_rhs_packed_offset_ex &&
+ gemv_kernel->run_kernel_ex && gemv_kernel->get_dst_offset) {
+ size = 0;
+ return true;
+ }
+
+ size_t cursor = 0;
+ bool any_slot = false;
+
+ for (int slot = 0; slot < slot_count; ++slot) {
+ ggml_kleidiai_kernels * kernels = kernel_chain[slot];
+ lhs_packing_info * lhs_info = &kernels->gemm_lhs_info;
+ kernel_info * kernel = &kernels->gemm;
+
+ if (!lhs_info || !lhs_info->packed_size_ex || !kernel) {
+ return false;
+ }
+
+ const size_t mr = kernel->get_mr();
+ const size_t kr = kernel->get_kr();
+ const size_t sr = kernel->get_sr();
+
+ cursor = align_up(cursor, GGML_KLEIDIAI_PACK_ALIGN);
+ cursor += lhs_info->packed_size_ex(m, k, 0, mr, kr, sr);
+ any_slot = true;
+ }
+
+ if (!any_slot) {
+ return false;
+ }
+
+ size = cursor;
+ return true;
+ }
+
if (op->src[0]->type == GGML_TYPE_F16) {
const int64_t lhs_batch_size0 = op->src[1]->ne[2];
const int64_t rhs_batch_size0 = op->src[0]->ne[2];
@@ -595,6 +791,8 @@ class tensor_traits : public ggml::cpu::tensor_traits {
if (dst->op == GGML_OP_MUL_MAT) {
if (dst->src[0]->type == GGML_TYPE_Q4_0 || dst->src[0]->type == GGML_TYPE_Q8_0) {
return compute_forward_qx(params, dst);
+ } else if (dst->src[0]->type == GGML_TYPE_F32) {
+ return compute_forward_f32(params, dst);
} else if (dst->src[0]->type == GGML_TYPE_F16) {
return compute_forward_fp16(params, dst);
}
@@ -606,6 +804,157 @@ class tensor_traits : public ggml::cpu::tensor_traits {
return false;
}
+ bool compute_forward_f32(ggml_compute_params * params, struct ggml_tensor * dst) {
+ GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32);
+
+ const ggml_tensor * src0 = dst->src[0];
+ const ggml_tensor * src1 = dst->src[1];
+
+ GGML_TENSOR_BINARY_OP_LOCALS
+
+ if (src1->type != GGML_TYPE_F32 || dst->type != GGML_TYPE_F32) {
+ return false;
+ }
+
+ ggml_kleidiai_kernels * kernels = kleidiai_primary_kernel_f32();
+ if (!kernels) {
+ return false;
+ }
+
+ const size_t k = ne00;
+ const size_t m = ne11;
+ const size_t n = ne01;
+ const bool use_gemv = m == 1 && src1->nb[0] == (int64_t) sizeof(float) &&
+ kernels->gemv.get_lhs_offset_ex &&
+ kernels->gemv.get_rhs_packed_offset_ex &&
+ kernels->gemv.run_kernel_ex &&
+ kernels->gemv.get_dst_offset;
+
+ kernel_info * kernel = use_gemv ? &kernels->gemv : &kernels->gemm;
+ lhs_packing_info * lhs_info = &kernels->gemm_lhs_info;
+
+ if (!kernel || !kernel->get_lhs_offset_ex ||
+ !kernel->get_rhs_packed_offset_ex || !kernel->run_kernel_ex || !kernel->get_dst_offset) {
+ return false;
+ }
+
+ if (!use_gemv && (!lhs_info || !lhs_info->get_offset || !lhs_info->get_packed_offset_ex ||
+ !lhs_info->packed_size_ex || !lhs_info->pack_func_ex)) {
+ return false;
+ }
+
+ const kleidiai_weight_header * header = kleidiai_weight_header_from_ptr(src0->data);
+ const bool has_header = kleidiai_is_weight_header_valid(header);
+
+ const uint8_t * rhs_base = has_header ? kleidiai_weight_slot_ptr(header, 0)
+ : static_cast<const uint8_t *>(src0->data);
+ if (!rhs_base) {
+ return false;
+ }
+
+ const int nth = params->nth > 0 ? params->nth : 1;
+ const int ith = params->ith;
+
+ const size_t mr = kernel->get_mr();
+ const size_t kr = kernel->get_kr();
+ const size_t sr = kernel->get_sr();
+
+ const size_t lhs_packed_size = use_gemv ? 0 : lhs_info->packed_size_ex(m, k, 0, mr, kr, sr);
+ if (!use_gemv) {
+ GGML_ASSERT(lhs_packed_size <= params->wsize);
+ }
+
+ uint8_t * lhs_packed = static_cast<uint8_t *>(params->wdata);
+ const size_t dst_stride = dst->nb[1];
+ const size_t n_step = kernel->get_n_step() ? kernel->get_n_step() : 1;
+ const bool disable_chunking = ggml_is_numa();
+ GGML_ASSERT(n <= (size_t) INT_MAX);
+
+ for (int64_t batch_idx = 0; batch_idx < ne12; ++batch_idx) {
+ const uint8_t * lhs_batch_base = static_cast<const uint8_t *>(src1->data) + batch_idx * src1->nb[2];
+ uint8_t * dst_batch_base = static_cast<uint8_t *>(dst->data) + batch_idx * dst->nb[2];
+
+ if (!use_gemv) {
+ const int64_t m_roundup_mr = kai_roundup((int64_t)m, (int64_t)mr);
+ int64_t max_threads = mr ? (m_roundup_mr / (int64_t)mr) : nth;
+ max_threads = std::max<int64_t>(1, max_threads);
+ const int64_t use_threads = std::min<int64_t>(nth, max_threads);
+
+ if (ith < use_threads) {
+ const int64_t num_m_per_thread0 = round_down((size_t)(m_roundup_mr / use_threads), mr);
+ const int64_t num_m_per_threadN_1 = (int64_t)m - (use_threads - 1) * num_m_per_thread0;
+
+ const int64_t m_start = (int64_t)ith * num_m_per_thread0;
+ const int64_t m_count = (ith == use_threads - 1) ? num_m_per_threadN_1 : num_m_per_thread0;
+
+ const size_t base_packed_off = lhs_info->get_packed_offset_ex(m_start, k, 0, mr, kr, sr);
+ const size_t next_block_off = lhs_info->get_packed_offset_ex(m_start + mr, k, 0, mr, kr, sr);
+ const size_t row_stride_bytes = mr ? (next_block_off - base_packed_off) / mr : 0;
+
+ int64_t remaining = m_count;
+ int64_t cur = m_start;
+
+ while (remaining > 0) {
+ const int64_t take = std::min<int64_t>((int64_t)m - cur, remaining);
+ const size_t src_off = lhs_info->get_offset(cur, src1->nb[1]);
+ const void * src_ptr = lhs_batch_base + src_off;
+ const size_t dst_off = base_packed_off + (size_t)(cur - m_start) * row_stride_bytes;
+ void * dst_ptr = lhs_packed + dst_off;
+
+ lhs_info->pack_func_ex(take, k, 0, mr, kr, sr, 0, src_ptr, src1->nb[1], dst_ptr);
+
+ cur += take;
+ remaining -= take;
+ }
+ }
+ }
+
+ if (ith == 0) {
+ ggml_threadpool_chunk_set(params->threadpool, 0);
+ }
+
+ ggml_barrier(params->threadpool);
+
+ const size_t chunk_cols = kleidiai_chunk_cols(n, nth, disable_chunking, n_step);
+ GGML_ASSERT(chunk_cols <= (size_t) INT_MAX);
+
+ int current_col = ggml_threadpool_chunk_add(params->threadpool, (int) chunk_cols);
+ while ((size_t) current_col < n) {
+ const size_t n_start = (size_t) current_col;
+ const size_t n_to_process = std::min(chunk_cols, n - n_start);
+
+ if (n_to_process > 0) {
+ const size_t lhs_offset = use_gemv ? kernel->get_lhs_offset_ex(0, k, 0)
+ : lhs_info->get_packed_offset_ex(0, k, 0, mr, kr, sr);
+ const size_t rhs_packed_offset = kernel->get_rhs_packed_offset_ex(n_start, k, 0);
+ const size_t dst_offset = kernel->get_dst_offset(0, n_start, dst_stride);
+
+ const void * lhs_ptr = use_gemv ? lhs_batch_base + lhs_offset
+ : lhs_packed + lhs_offset;
+ const void * rhs_ptr = rhs_base + rhs_packed_offset;
+ float * dst_ptr = reinterpret_cast<float *>(dst_batch_base + dst_offset);
+
+ kernel->run_kernel_ex(m, n_to_process, k, use_gemv ? src1->nb[1] : 0,
+ lhs_ptr,
+ rhs_ptr,
+ dst_ptr,
+ dst_stride,
+ sizeof(float),
+ -FLT_MAX,
+ FLT_MAX);
+ }
+
+ current_col = ggml_threadpool_chunk_add(params->threadpool, (int) chunk_cols);
+ }
+
+ if (batch_idx != ne12 - 1) {
+ ggml_barrier(params->threadpool);
+ }
+ }
+
+ return true;
+ }
+
bool compute_forward_fp16(ggml_compute_params * params, struct ggml_tensor * dst) {
const ggml_tensor * src0 = dst->src[0];
const ggml_tensor * src1 = dst->src[1];
@@ -864,15 +1213,16 @@ class tensor_traits : public ggml::cpu::tensor_traits {
const int ith_total = params->ith;
int sme_slot = -1;
+ int non_sme_slot = -1;
for (int i = 0; i < runtime_count; ++i) {
- if ((runtime[i].kernels->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) {
+ if (is_sme_family(runtime[i].kernels->required_cpu)) {
sme_slot = i;
break;
}
}
- int non_sme_slot = -1;
+
for (int i = 0; i < runtime_count; ++i) {
- if ((runtime[i].kernels->required_cpu & CPU_FEATURE_SME) != CPU_FEATURE_SME) {
+ if (!is_sme_family(runtime[i].kernels->required_cpu)) {
non_sme_slot = i;
break;
}
@@ -910,7 +1260,7 @@ class tensor_traits : public ggml::cpu::tensor_traits {
// Recompute SME slot based on the collapsed runtime[0]
sme_slot = -1;
if (runtime_count > 0 &&
- (runtime[0].kernels->required_cpu & CPU_FEATURE_SME) == CPU_FEATURE_SME) {
+ is_sme_family(runtime[0].kernels->required_cpu)) {
sme_slot = 0;
}
}
@@ -1214,7 +1564,7 @@ class tensor_traits : public ggml::cpu::tensor_traits {
public:
int repack(struct ggml_tensor * tensor, const void * data, size_t data_size) {
- GGML_ASSERT(tensor->type == GGML_TYPE_Q4_0 || tensor->type == GGML_TYPE_Q8_0);
+ GGML_ASSERT(tensor->type == GGML_TYPE_Q4_0 || tensor->type == GGML_TYPE_Q8_0 || tensor->type == GGML_TYPE_F32);
const size_t n = tensor->ne[1];
const size_t k = tensor->ne[0];
@@ -1233,12 +1583,15 @@ public:
std::array<ggml_kleidiai_kernels *, GGML_KLEIDIAI_MAX_KERNEL_SLOTS> kernel_chain;
const bool want_q8 = tensor->type == GGML_TYPE_Q8_0;
- const int slot_total = want_q8 ? kleidiai_collect_q8_chain(kernel_chain)
- : kleidiai_collect_q4_chain(kernel_chain);
+ const bool want_f32 = tensor->type == GGML_TYPE_F32;
+ const int slot_total = want_f32 ? kleidiai_collect_f32_chain(kernel_chain)
+ : want_q8 ? kleidiai_collect_q8_chain(kernel_chain)
+ : kleidiai_collect_q4_chain(kernel_chain);
const bool allow_fallback = kleidiai_pack_fallback_allowed();
std::vector<int8_t> qdata;
std::vector<float> scales;
+ std::vector<float> bias;
if (want_q8 && slot_total > 0) {
qdata.resize(n * k, 0);
@@ -1286,6 +1639,10 @@ public:
}
}
+ if (want_f32 && slot_total > 0) {
+ bias.resize(n, 0.0f);
+ }
+
for (int slot = 0; slot < slot_total && slot < GGML_KLEIDIAI_MAX_KERNEL_SLOTS; ++slot) {
if (!allow_fallback && slot > 0) {
break;
@@ -1302,8 +1659,9 @@ public:
const size_t sr = kernel->get_sr();
const ggml_type rhs_type = kernels->rhs_type;
const size_t block_len = rhs_type == GGML_TYPE_Q8_0 ? QK8_0 :
- rhs_type == GGML_TYPE_Q4_0 ? QK4_0 : 0;
- if (block_len == 0) {
+ rhs_type == GGML_TYPE_Q4_0 ? QK4_0 :
+ rhs_type == GGML_TYPE_F32 ? 0 : SIZE_MAX;
+ if (block_len == SIZE_MAX) {
continue;
}
@@ -1326,6 +1684,10 @@ public:
rhs_info->pack_func_ex(1, n, k, nr, kr, sr, 0, 0,
qdata.data(), nullptr, scales.data(),
dst_ptr, 0, ¶ms);
+ } else if (rhs_type == GGML_TYPE_F32) {
+ rhs_info->pack_func_ex(1, n, k, nr, kr, sr, 0, tensor->nb[1],
+ data, bias.data(), nullptr,
+ dst_ptr, 0, nullptr);
} else {
continue;
}
@@ -1400,7 +1762,7 @@ static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alignment(ggml_backend_b
static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor) {
GGML_UNUSED(buft);
- if (tensor->type != GGML_TYPE_Q4_0 && tensor->type != GGML_TYPE_Q8_0) {
+ if (tensor->type != GGML_TYPE_Q4_0 && tensor->type != GGML_TYPE_Q8_0 && tensor->type != GGML_TYPE_F32) {
return ggml_nbytes(tensor);
}
@@ -1412,8 +1774,10 @@ static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alloc_size(ggml_backend_
std::array<ggml_kleidiai_kernels *, GGML_KLEIDIAI_MAX_KERNEL_SLOTS> kernel_chain;
const bool want_q8 = tensor->type == GGML_TYPE_Q8_0;
- const int slot_total = want_q8 ? kleidiai_collect_q8_chain(kernel_chain)
- : kleidiai_collect_q4_chain(kernel_chain);
+ const bool want_f32 = tensor->type == GGML_TYPE_F32;
+ const int slot_total = want_f32 ? kleidiai_collect_f32_chain(kernel_chain)
+ : want_q8 ? kleidiai_collect_q8_chain(kernel_chain)
+ : kleidiai_collect_q4_chain(kernel_chain);
const bool allow_fallback = kleidiai_pack_fallback_allowed();
size_t slot_count = 0;
@@ -1433,8 +1797,9 @@ static size_t ggml_backend_cpu_kleidiai_buffer_type_get_alloc_size(ggml_backend_
const ggml_type rhs_type = kernels->rhs_type;
const size_t block_len = rhs_type == GGML_TYPE_Q4_0 ? QK4_0 :
- rhs_type == GGML_TYPE_Q8_0 ? QK8_0 : 0;
- if (block_len == 0) {
+ rhs_type == GGML_TYPE_Q8_0 ? QK8_0 :
+ rhs_type == GGML_TYPE_F32 ? 0 : SIZE_MAX;
+ if (block_len == SIZE_MAX) {
continue;
}
@@ -1455,26 +1820,43 @@ class extra_buffer_type : ggml::cpu::extra_buffer_type {
bool supports_op(ggml_backend_dev_t, const struct ggml_tensor * op) override {
std::array<ggml_kleidiai_kernels *, GGML_KLEIDIAI_MAX_KERNEL_SLOTS> kernel_chain;
const int slot_total = kleidiai_collect_kernel_chain(op, kernel_chain);
- if ((op->op == GGML_OP_MUL_MAT || op->op == GGML_OP_GET_ROWS) &&
- (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q8_0) &&
+ const bool src0_is_kleidiai =
op->src[0]->buffer &&
(ggml_n_dims(op->src[0]) == 2) &&
op->src[0]->buffer->buft == ggml_backend_cpu_kleidiai_buffer_type() &&
- slot_total > 0) {
+ slot_total > 0;
+
+ if ((op->op == GGML_OP_MUL_MAT || op->op == GGML_OP_GET_ROWS) &&
+ (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q8_0 || op->src[0]->type == GGML_TYPE_F32) &&
+ src0_is_kleidiai) {
if (op->src[0]->type == GGML_TYPE_Q4_0 && ctx.kernels_q4 == nullptr) {
return false;
}
if (op->src[0]->type == GGML_TYPE_Q8_0 && ctx.kernels_q8 == nullptr) {
return false;
}
+ if (op->src[0]->type == GGML_TYPE_F32 && ctx.kernels_f32 == nullptr) {
+ return false;
+ }
if (op->src[1]->buffer && !ggml_backend_buft_is_host(op->src[1]->buffer->buft)) {
return false;
}
- if ((op->src[1]->type == GGML_TYPE_F32 || op->src[1]->type == GGML_TYPE_I32) &&
- ggml_ne(op->src[1], 3) == 1) {
- return true;
+
+ if (op->src[0]->type == GGML_TYPE_Q4_0 || op->src[0]->type == GGML_TYPE_Q8_0) {
+ if ((op->src[1]->type == GGML_TYPE_F32 || op->src[1]->type == GGML_TYPE_I32) &&
+ ggml_ne(op->src[1], 3) == 1) {
+ return true;
+ }
+ return false;
}
+
+ if (op->op != GGML_OP_MUL_MAT || op->src[1]->type != GGML_TYPE_F32 || op->type != GGML_TYPE_F32) {
+ return false;
+ }
+
+ return true;
}
+
return false;
}
@@ -1483,6 +1865,20 @@ class extra_buffer_type : ggml::cpu::extra_buffer_type {
if (op->src[0]->buffer && op->src[0]->buffer->buft == ggml_backend_cpu_kleidiai_buffer_type()) {
return (ggml::cpu::tensor_traits *) op->src[0]->extra;
} else {
+ // KleidiAI only has kernels for Q4_0 and Q8_0. For a quantized weight of any
+ // other type (K-quants, IQ) it declines the op and returns nullptr below, so
+ // KleidiAI does not accelerate it. Another CPU backend may still take the op,
+ // and this can run during graph planning, so the message says what KleidiAI
+ // did rather than what ends up executing. Warn once per process.
+ if (ggml_is_quantized(op->src[0]->type) &&
+ op->src[0]->type != GGML_TYPE_Q4_0 && op->src[0]->type != GGML_TYPE_Q8_0) {
+ static std::atomic<bool> warned(false);
+ if (!warned.exchange(true)) {
+ GGML_LOG_WARN("kleidiai: no kernel for tensor type %s, not accelerated by KleidiAI "
+ "(kernels available for Q4_0 and Q8_0)\n",
+ ggml_type_name(op->src[0]->type));
+ }
+ }
if (op->src[0]->type != GGML_TYPE_F16) {
return nullptr;
}
diff --git a/ggml/src/ggml-cpu/llamafile/sgemm.cpp b/ggml/src/ggml-cpu/llamafile/sgemm.cpp
index e13828e3be..99b7d5afa2 100644
--- a/ggml/src/ggml-cpu/llamafile/sgemm.cpp
+++ b/ggml/src/ggml-cpu/llamafile/sgemm.cpp
@@ -1797,14 +1797,6 @@ class tinyBLAS_Q0_AVX {
//PPC Implementation
#if defined(__MMA__)
-#define SAVE_ACC(ACC, ii, jj) \
- __builtin_mma_disassemble_acc(vec_C, ACC); \
- for (int I = 0; I < 4; I++) { \
- for (int J = 0; J < 4; J++) { \
- *((float*)(C+ii+((jj+J)*ldc)+I)) = *((float*)&vec_C[I]+J); \
- } \
- } \
-
template<typename T>
struct mma_instr;
@@ -1834,10 +1826,49 @@ class tinyBLAS_HP16_PPC {
}
void matmul(int64_t m, int64_t n) {
- mnpack(0, m, 0, n);
+ int64_t mc = 256;
+ int64_t nc = 256;
+ int64_t kc = 256;
+ #if defined(_AIX) || defined(__BIG_ENDIAN__)
+ mc = 128;
+ nc = 128;
+ kc = 128;
+ #endif
+ if (k < kc) {
+ kc = k;
+ }
+ bool can_use_tiled = (m % mc == 0) && (n % nc == 0) && (k % kc == 0);
+ if (can_use_tiled) {
+ matmul_tiled(m, n, mc, nc, kc);
+ } else {
+ mnpack(0, m, 0, n);
+ }
}
private:
+ __attribute__((always_inline))
+ inline void save_acc(acc_t * ACC, int64_t ii, int64_t jj) {
+ vec_t vec_C[4];
+ __builtin_mma_disassemble_acc(vec_C, ACC);
+ for (int I = 0; I < 4; I++) {
+ for (int J = 0; J < 4; J++) {
+ *((float *)(C+ii+((jj+J)*ldc)+I)) = *((float *)&vec_C[I]+J);
+ }
+ }
+ }
+
+ __attribute__((always_inline))
+ inline void add_save_acc(acc_t * ACC, int64_t ii, int64_t jj) {
+ vec_t vec_C[4];
+ __builtin_mma_disassemble_acc(vec_C, ACC);
+ for (int I = 0; I < 4; I++) {
+ for (int J = 0; J < 4; J++) {
+ float * c_ptr = (float *)(C+ii+((jj+J)*ldc)+I);
+ *c_ptr += *((float *)&vec_C[I]+J);
+ }
+ }
+ }
+
void vector_permute_store(vec_t *c, int numVec, unsigned char *vecOffset) {
vec_t t[8], s[8];
vec_t swiz1 = {0, 1, 2, 3, 16, 17, 18, 19, 4, 5, 6, 7, 20, 21, 22, 23};
@@ -1896,6 +1927,7 @@ class tinyBLAS_HP16_PPC {
j = (rows >> 3);
if (j > 0) {
do {
+ aoffsets[0] = aoffset;
if (cols == 4) {
aoffsets[0] = aoffset;
for (int it = 1; it < 4; ++it)
@@ -1910,17 +1942,17 @@ class tinyBLAS_HP16_PPC {
}
i = (cols >> 3);
if (i > 0) {
- aoffsets[0] = aoffset;
for (int it = 1; it < 8; ++it) {
aoffsets[it] = aoffsets[it-1] + lda;
}
aoffset += 8 * lda;
+
do {
for (int it = 0; it < 8; ++it)
c_arr[it] = vec_xl(0, (vector unsigned char*)aoffsets[it]);
vector_permute_store(c_arr, 8, vecOffset);
for (int it = 0; it < 8; ++it)
- aoffsets[it] = aoffsets[it] + 8*lda;
+ aoffsets[it] = aoffsets[it] + 8;
vecOffset += 128;
i--;
} while(i > 0);
@@ -2147,8 +2179,8 @@ class tinyBLAS_HP16_PPC {
mma_instr<TA>::outer_product(&acc_1, vec_A[x], vec_B[x+4]);
}
}
- SAVE_ACC(&acc_0, ii, jj);
- SAVE_ACC(&acc_1, ii, jj+4);
+ save_acc(&acc_0, ii, jj);
+ save_acc(&acc_1, ii, jj+4);
}
void KERNEL_8x4(int64_t ii, int64_t jj) {
@@ -2164,8 +2196,8 @@ class tinyBLAS_HP16_PPC {
mma_instr<TA>::outer_product(&acc_1, vec_A[x+4], vec_B[x]);
}
}
- SAVE_ACC(&acc_0, ii, jj);
- SAVE_ACC(&acc_1, ii+4, jj);
+ save_acc(&acc_0, ii, jj);
+ save_acc(&acc_1, ii+4, jj);
}
@@ -2186,13 +2218,64 @@ class tinyBLAS_HP16_PPC {
mma_instr<TA>::outer_product(&acc_3, vec_A[x+4], vec_B[x+4]);
}
}
-
- SAVE_ACC(&acc_0, ii, jj);
- SAVE_ACC(&acc_1, ii, jj+4);
- SAVE_ACC(&acc_2, ii+4, jj);
- SAVE_ACC(&acc_3, ii+4, jj+4);
+ save_acc(&acc_0, ii, jj);
+ save_acc(&acc_1, ii, jj+4);
+ save_acc(&acc_2, ii+4, jj);
+ save_acc(&acc_3, ii+4, jj+4);
}
+ inline void MMA_16x8(vec_t * vec_A0, vec_t * vec_A1, vec_t * vec_B, acc_t * acc) {
+ for (int x = 0; x < 4; x ++) {
+ mma_instr<TA>::outer_product(&acc[0], vec_A0[x], vec_B[x]);
+ mma_instr<TA>::outer_product(&acc[1], vec_A0[x], vec_B[x+4]);
+ mma_instr<TA>::outer_product(&acc[2], vec_A0[x+4], vec_B[x]);
+ mma_instr<TA>::outer_product(&acc[3], vec_A0[x+4], vec_B[x+4]);
+ mma_instr<TA>::outer_product(&acc[4], vec_A1[x], vec_B[x]);
+ mma_instr<TA>::outer_product(&acc[5], vec_A1[x], vec_B[x+4]);
+ mma_instr<TA>::outer_product(&acc[6], vec_A1[x+4], vec_B[x]);
+ mma_instr<TA>::outer_product(&acc[7], vec_A1[x+4], vec_B[x+4]);
+ }
+ }
+ void KERNEL(int64_t ii, int64_t jj, int64_t mc, int64_t nc, int64_t kc, vec_t * vec_A, vec_t * vec_B, int64_t kk) {
+ for (int64_t i = 0; i < mc; i += 16) {
+ int A_base_addr = (mc / 8) * (i / 8) * 8;
+ for (int64_t j = 0; j < nc; j += 8) {
+ int B_base_addr = (nc / 8) * (j / 8) * 8;
+ acc_t acc[8];
+ vec_t A0_block[8]; vec_t A1_block[8];
+ for (int x = 0; x < 8; x++)
+ __builtin_mma_xxsetaccz(&acc[x]);
+ for (int64_t l = 0; l < kc; l += 8) {
+ int A0_block_idx = A_base_addr + (l / 8) * 8;
+ int A1_block_idx = A0_block_idx + (mc / 8) * 8;
+ int B_block_idx = B_base_addr + (l / 8) * 8;
+ vec_t* A0_block = &vec_A[A0_block_idx];
+ vec_t* A1_block = &vec_A[A1_block_idx];
+ vec_t* B_block = &vec_B[B_block_idx];
+ MMA_16x8(A0_block, A1_block, B_block, acc);
+ }
+ if (kk == 0) {
+ save_acc(&acc[0], ii + i, jj + j);
+ save_acc(&acc[1], ii + i, jj + j + 4);
+ save_acc(&acc[2], ii + i + 4, jj + j);
+ save_acc(&acc[3], ii + i + 4, jj + j + 4);
+ save_acc(&acc[4], ii + i + 8, jj + j);
+ save_acc(&acc[5], ii + i + 8, jj + j + 4);
+ save_acc(&acc[6], ii + i + 12, jj + j);
+ save_acc(&acc[7], ii + i + 12, jj + j + 4);
+ } else {
+ add_save_acc(&acc[0], ii + i, jj + j);
+ add_save_acc(&acc[1], ii + i, jj + j + 4);
+ add_save_acc(&acc[2], ii + i + 4, jj + j);
+ add_save_acc(&acc[3], ii + i + 4, jj + j + 4);
+ add_save_acc(&acc[4], ii + i + 8, jj + j);
+ add_save_acc(&acc[5], ii + i + 8, jj + j + 4);
+ add_save_acc(&acc[6], ii + i + 12, jj + j);
+ add_save_acc(&acc[7], ii + i + 12, jj + j + 4);
+ }
+ }
+ }
+ }
template<int RM, int RN>
void gemm_small(int64_t m0, int64_t m, int64_t n0, int64_t n) {
int64_t ytiles = (m - m0) / RM;
@@ -2281,6 +2364,29 @@ class tinyBLAS_HP16_PPC {
}
}
+ void matmul_tiled(int64_t m, int64_t n, int64_t mc, int64_t nc, int64_t kc) {
+ int64_t ytiles = m / mc;
+ int64_t xtiles = n / nc;
+ int64_t tiles = xtiles * ytiles;
+ int64_t duty = (tiles + nth - 1) / nth;
+ int64_t start = duty * ith;
+ int64_t end = start + duty;
+ if (end > tiles) {
+ end = tiles;
+ }
+ for (int64_t job = start; job < end; ++job) {
+ int64_t ii = (job / xtiles) * mc;
+ int64_t jj = (job % xtiles) * nc;
+ for (int64_t kk = 0; kk < k; kk += kc) {
+ vec_t A_pack[kc * mc / 8];
+ vec_t B_pack[kc * nc / 8];
+ packNormal(A + (ii * lda) + kk, lda, kc, mc, (uint8_t *)A_pack);
+ packNormal(B + (jj * ldb) + kk, ldb, kc, nc, (uint8_t *)B_pack);
+ KERNEL(ii, jj, mc, nc, kc, A_pack, B_pack, kk);
+ }
+ }
+ }
+
template <int RM, int RN>
NOINLINE void gemm(int64_t m0, int64_t m, int64_t n0, int64_t n) {
int64_t ytiles = (m - m0) / RM;
@@ -2321,31 +2427,35 @@ class tinyBLAS_Q0_PPC {
}
void matmul(int64_t m, int64_t n) {
- #if defined(_AIX) || defined(__BIG_ENDIAN__)
- mnpack(0, m, 0, n);
- #else
- const int64_t mc = 64;
- const int64_t kc = 64;
+ int64_t mc = 64;
int64_t nc = 64;
+ int64_t kc = 64;
+ int64_t n_chunk = 64;
+ #if defined(_AIX) || defined(__BIG_ENDIAN__)
+ mc = 32;
+ nc = 32;
+ kc = 32;
+ n_chunk = 32;
+ #endif
int64_t n_aligned = 0;
- if (n % 64 == 0) {
+ if (n % n_chunk == 0) {
n_aligned = n;
} else if (n == 4) {
n_aligned = 4;
- } else if (n < 64) {
+ } else if (n < n_chunk) {
n_aligned = (n / 8) * 8;
} else {
- n_aligned = (n / 64) * 64;
+ n_aligned = (n / n_chunk) * n_chunk;
}
if (n_aligned > 0) {
- if (n_aligned % 64 == 0) nc = 64;
+ if (n_aligned % n_chunk == 0) nc = n_chunk;
else if (n_aligned == n) nc = n;
else if (n_aligned % 32 == 0) nc = 32;
else if (n_aligned % 24 == 0) nc = 24;
else if (n_aligned % 16 == 0) nc = 16;
else nc = 8;
}
- bool can_use_tiled = n_aligned > 0 && (m % mc == 0) && (k % kc == 0);
+ bool can_use_tiled = n_aligned > 0 && (m % mc == 0);
if (can_use_tiled) {
matmul_tiled(m, n_aligned, mc, nc, kc);
if (n > n_aligned) {
@@ -2354,7 +2464,6 @@ class tinyBLAS_Q0_PPC {
} else {
mnpack(0, m, 0, n);
}
- #endif
}
private:
@@ -3063,13 +3172,14 @@ class tinyBLAS_Q0_PPC {
int64_t ii = (job / xtiles) * mc;
int64_t jj = (job % xtiles) * nc;
for (int64_t kk = 0; kk < k; kk += kc) {
+ int64_t k_cur = MIN(kc, k - kk);
if constexpr(is_Ablock_q4) {
- packNormal_q4_fp16(A + ii * lda + kk, lda, mc, kc, (uint8_t *)A_pack);
+ packNormal_q4_fp16(A + ii * lda + kk, lda, mc, k_cur, (uint8_t *)A_pack);
} else {
- packNormal_q8_fp16(A + ii * lda + kk, lda, mc, kc, (uint8_t *)A_pack);
+ packNormal_q8_fp16(A + ii * lda + kk, lda, mc, k_cur, (uint8_t *)A_pack);
}
- packNormal_q8_fp16(B + jj * ldb + kk, ldb, nc, kc, (uint8_t *)B_pack);
- KERNEL_Q0(ii, jj, mc, nc, kc, kk, A_pack, B_pack);
+ packNormal_q8_fp16(B + jj * ldb + kk, ldb, nc, k_cur, (uint8_t *)B_pack);
+ KERNEL_Q0(ii, jj, mc, nc, k_cur, kk, A_pack, B_pack);
}
}
}
@@ -3194,16 +3304,19 @@ class tinyBLAS_PPC {
}
void matmul(int64_t m, int64_t n) {
+ int64_t mc = 256;
+ int64_t nc = 256;
+ int64_t kc = 256;
#if defined(_AIX) || defined(__BIG_ENDIAN__)
- mnpack(0, m, 0, n);
- #else
- int64_t mc = 256; int64_t nc = 256; int64_t kc = 256;
+ mc = 128;
+ nc = 128;
+ kc = 128;
+ #endif
if (m % mc == 0 && n % nc == 0 && k % kc == 0) {
matmul_tiled(m, n, mc, nc, kc);
} else {
mnpack(0, m, 0, n);
}
- #endif
}
private:
diff --git a/ggml/src/ggml-cpu/ops.cpp b/ggml/src/ggml-cpu/ops.cpp
index 3a1912ae91..b869f4bddd 100644
--- a/ggml/src/ggml-cpu/ops.cpp
+++ b/ggml/src/ggml-cpu/ops.cpp
@@ -665,6 +665,7 @@ void ggml_compute_forward_add(
ggml_compute_forward_add_non_quantized(params, dst);
} break;
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -1115,6 +1116,7 @@ void ggml_compute_forward_add1(
}
} break;
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -1245,6 +1247,7 @@ void ggml_compute_forward_acc(
case GGML_TYPE_F16:
case GGML_TYPE_BF16:
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -1893,7 +1896,6 @@ void ggml_compute_forward_repeat_back(
}
// ggml_compute_forward_concat
-
static void ggml_compute_forward_concat_any(
const ggml_compute_params * params,
ggml_tensor * dst) {
@@ -1901,8 +1903,6 @@ static void ggml_compute_forward_concat_any(
const ggml_tensor * src0 = dst->src[0];
const ggml_tensor * src1 = dst->src[1];
- const size_t len = ggml_type_size(src0->type);
-
const int ith = params->ith;
const int nth = params->nth;
@@ -1911,27 +1911,38 @@ static void ggml_compute_forward_concat_any(
const int32_t dim = ggml_get_op_params_i32(dst, 0);
GGML_ASSERT(dim >= 0 && dim < 4);
+ GGML_ASSERT(ggml_is_contiguous_rows(src0));
+ GGML_ASSERT(ggml_is_contiguous_rows(src1));
int64_t o[4] = {0, 0, 0, 0};
- o[dim] = src0->ne[dim];
- const char * x;
+ if (dim == 0) {
+ GGML_ASSERT(src0->ne[0] % ggml_blck_size(src0->type) == 0);
+ GGML_ASSERT(src1->ne[0] % ggml_blck_size(src1->type) == 0);
- // TODO: smarter multi-theading
- for (int i3 = 0; i3 < ne3; i3++) {
- for (int i2 = ith; i2 < ne2; i2 += nth) {
- for (int i1 = 0; i1 < ne1; i1++) {
- for (int i0 = 0; i0 < ne0; i0++) {
- if (i0 < ne00 && i1 < ne01 && i2 < ne02 && i3 < ne03) {
- x = (const char *)src0->data + (i0 )*nb00 + (i1 )*nb01 + (i2 )*nb02 + (i3 )*nb03;
- } else {
- x = (const char *)src1->data + (i0 - o[0])*nb10 + (i1 - o[1])*nb11 + (i2 - o[2])*nb12 + (i3 - o[3])*nb13;
- }
+ o[dim] = src0->ne[dim]/ggml_blck_size(src0->type);
+ } else {
+ o[dim] = src0->ne[dim];
+ }
- char * y = (char *)dst->data + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3;
+ // Region 1: copy rows from src0
+ for (int i3 = 0; i3 < ne03; i3++) {
+ for (int i2 = ith; i2 < ne02; i2 += nth) {
+ for (int i1 = 0; i1 < ne01; i1++) {
+ const char * x = (const char *) src0->data + i1*nb01 + i2*nb02 + i3*nb03;
+ char * y = ( char *) dst->data + i1*nb1 + i2*nb2 + i3*nb3;
+ memcpy(y, x, ggml_row_size(src0->type, ne00));
+ }
+ }
+ }
- memcpy(y, x, len);
- }
+ // Region 2: copy rows from src1, offset into dst by o[]
+ for (int i3 = 0; i3 < ne13; i3++) {
+ for (int i2 = ith; i2 < ne12; i2 += nth) {
+ for (int i1 = 0; i1 < ne11; i1++) {
+ const char * x = (const char *) src1->data + i1*nb11 + i2*nb12 + i3*nb13;
+ char * y = ( char *) dst->data + (i1 + o[1])*nb1 + (i2 + o[2])*nb2 + (i3 + o[3])*nb3 + o[0]*nb0;
+ memcpy(y, x, ggml_row_size(src1->type, ne10));
}
}
}
@@ -3688,8 +3699,6 @@ static void ggml_compute_forward_norm_f32(
GGML_ASSERT(ggml_are_same_shape(src0, dst));
- GGML_ASSERT(src0->nb[0] == sizeof(float));
-
const int ith = params->ith;
const int nth = params->nth;
@@ -3703,25 +3712,49 @@ static void ggml_compute_forward_norm_f32(
for (int64_t i03 = 0; i03 < ne03; i03++) {
for (int64_t i02 = 0; i02 < ne02; i02++) {
for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
- const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+ const char * x = (const char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
+ char * y = (char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3;
- float sum = 0.0;
- ggml_vec_sum_f32(ne00, &sum, x);
- float mean = sum/ne00;
+ if (nb00 == sizeof(float) && nb0 == sizeof(float)) {
+ const float * xf = (const float *) x;
- float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
- float variance = 0;
+ float sum = 0.0;
+ ggml_vec_sum_f32(ne00, &sum, xf);
+ float mean = sum/ne00;
+
+ float * yf = (float *) y;
+ float variance = 0;
#ifdef GGML_USE_ACCELERATE
- mean = -mean;
- vDSP_vsadd(x, 1, &mean, y, 1, ne00);
- vDSP_measqv(y, 1, &variance, ne00);
+ mean = -mean;
+ vDSP_vsadd(xf, 1, &mean, yf, 1, ne00);
+ vDSP_measqv(yf, 1, &variance, ne00);
#else
- variance = ggml_vec_cvar_f32(ne00, y, x, mean);
+ variance = ggml_vec_cvar_f32(ne00, yf, xf, mean);
#endif //GGML_USE_ACCELERATE
- const float scale = 1.0f/sqrtf(variance + eps);
- ggml_vec_scale_f32(ne00, y, scale);
+ const float scale = 1.0f/sqrtf(variance + eps);
+ ggml_vec_scale_f32(ne00, yf, scale);
+ } else {
+ float sum = 0.0;
+ for (int64_t i00 = 0; i00 < ne00; i00++) {
+ sum += *(const float *) (x + i00*nb00);
+ }
+ const float mean = sum/ne00;
+
+ float variance = 0.0f;
+ for (int64_t i00 = 0; i00 < ne00; i00++) {
+ const float v = *(const float *) (x + i00*nb00) - mean;
+ *(float *) (y + i00*nb0) = v;
+ variance += v * v;
+ }
+ variance /= ne00;
+
+ const float scale = 1.0f/sqrtf(variance + eps);
+ for (int64_t i00 = 0; i00 < ne00; i00++) {
+ *(float *) (y + i00*nb0) *= scale;
+ }
+ }
}
}
}
@@ -4008,12 +4041,12 @@ static void ggml_compute_forward_rms_norm_back_f32(
// dx := scale(dx, rrms)
float * dx = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
- // dx[i00] = (x*(-sum_xdz/sum_eps) + dz) / sqrtf(mean_eps)
- ggml_vec_cpy_f32 (ne00, dx, x);
- // ggml_vec_scale_f32(ne00, dx, -mean_xdz/mean_eps);
- ggml_vec_scale_f32(ne00, dx, (float)(-sum_xdz)/sum_eps);
- ggml_vec_acc_f32 (ne00, dx, dz);
- ggml_vec_scale_f32(ne00, dx, rrms);
+ // dx[i00] = (dz + x*(-sum_xdz/sum_eps)) * rrms
+ // note: https://github.com/ggml-org/ggml/issues/1491
+ const float scale_x = (float) (-sum_xdz) / sum_eps;
+ for (int64_t i00 = 0; i00 < ne00; i00++) {
+ dx[i00] = (dz[i00] + x[i00] * scale_x) * rrms;
+ }
}
}
}
@@ -4142,8 +4175,6 @@ static void ggml_compute_forward_l2_norm_f32(
GGML_ASSERT(ggml_are_same_shape(src0, dst));
- GGML_ASSERT(src0->nb[0] == sizeof(float));
-
const int ith = params->ith;
const int nth = params->nth;
@@ -4158,20 +4189,27 @@ static void ggml_compute_forward_l2_norm_f32(
for (int64_t i03 = 0; i03 < ne03; i03++) {
for (int64_t i02 = 0; i02 < ne02; i02++) {
for (int64_t i01 = ith; i01 < ne01; i01 += nth) {
- const float * x = (float *) ((char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03);
+ const char * x = (const char *) src0->data + i01*nb01 + i02*nb02 + i03*nb03;
ggml_float sum = 0.0;
for (int64_t i00 = 0; i00 < ne00; i00++) {
- sum += (ggml_float)(x[i00] * x[i00]);
+ const float xi = *(const float *) (x + i00*nb00);
+ sum += (ggml_float)(xi * xi);
}
- float * y = (float *) ((char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3);
-
- memcpy(y, x, ne00 * sizeof(float));
-
const float scale = 1.0f/fmaxf(sqrtf(sum), eps);
- ggml_vec_scale_f32(ne00, y, scale);
+ char * y = (char *) dst->data + i01*nb1 + i02*nb2 + i03*nb3;
+
+ if (nb00 == sizeof(float) && nb0 == sizeof(float)) {
+ memcpy(y, x, ne00 * sizeof(float));
+ ggml_vec_scale_f32(ne00, (float *) y, scale);
+ } else {
+ for (int64_t i00 = 0; i00 < ne00; i00++) {
+ const float xi = *(const float *) (x + i00*nb00);
+ *(float *) (y + i00*nb0) = xi * scale;
+ }
+ }
}
}
}
@@ -4407,6 +4445,70 @@ static void ggml_compute_forward_out_prod_q_f32(
}
}
+static void ggml_compute_forward_out_prod_f16_f32(
+ const ggml_compute_params * params,
+ ggml_tensor * dst) {
+
+ const ggml_tensor * src0 = dst->src[0];
+ const ggml_tensor * src1 = dst->src[1];
+
+ GGML_TENSOR_BINARY_OP_LOCALS;
+
+ const int ith = params->ith;
+ const int nth = params->nth;
+
+ GGML_ASSERT(src0->type == GGML_TYPE_F16);
+ GGML_ASSERT(src1->type == GGML_TYPE_F32);
+ GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+ GGML_ASSERT(ne02 == ne12);
+ GGML_ASSERT(ne03 == ne13);
+ GGML_ASSERT(ne2 == ne12);
+ GGML_ASSERT(ne3 == ne13);
+
+ GGML_ASSERT(nb00 == sizeof(ggml_fp16_t));
+ GGML_ASSERT(nb0 == sizeof(float));
+
+ GGML_ASSERT(ne0 == ne00);
+ GGML_ASSERT(ne1 == ne10);
+ GGML_ASSERT(ne2 == ne02);
+ GGML_ASSERT(ne3 == ne03);
+
+ if (ith == 0) {
+ ggml_vec_set_f32(ne0*ne1*ne2*ne3, (float *)dst->data, 0);
+ }
+ ggml_barrier(params->threadpool);
+
+ const int64_t nr = ne1*ne2*ne3;
+ const int64_t dr = (nr + nth - 1)/nth;
+ const int64_t ir0 = dr*ith;
+ const int64_t ir1 = MIN(ir0 + dr, nr);
+
+ float * wdata = (float *) params->wdata + (ne0 + CACHE_LINE_SIZE_F32) * ith;
+
+ for (int64_t ir = ir0; ir < ir1; ++ir) {
+ const int64_t i3 = ir/(ne2*ne1);
+ const int64_t i2 = (ir - i3*ne2*ne1)/ne1;
+ const int64_t i1 = (ir - i3*ne2*ne1 - i2*ne1);
+
+ const int64_t i02 = i2;
+ const int64_t i03 = i3;
+
+ const int64_t i12 = i2;
+ const int64_t i13 = i3;
+
+ float * d = (float *) ((char *) dst->data + (i1*nb1 + i2*nb2 + i3*nb3));
+
+ for (int64_t i01 = 0; i01 < ne01; ++i01) {
+ const int64_t i11 = i01;
+ ggml_fp16_t * s0 = (ggml_fp16_t *) ((char *) src0->data + (i01*nb01 + i02*nb02 + i03*nb03));
+ float * s1 = (float *) ((char *) src1->data + (i1*nb10 + i11*nb11 + i12*nb12 + i13*nb13));
+ ggml_fp16_to_fp32_row(s0, wdata, ne0);
+ ggml_vec_mad_f32(ne0, d, wdata, *s1);
+ }
+ }
+}
+
void ggml_compute_forward_out_prod(
const ggml_compute_params * params,
ggml_tensor * dst) {
@@ -4415,6 +4517,7 @@ void ggml_compute_forward_out_prod(
switch (src0->type) {
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -4443,9 +4546,8 @@ void ggml_compute_forward_out_prod(
} break;
case GGML_TYPE_F16:
{
- GGML_ABORT("fatal error"); // todo
- // ggml_compute_forward_out_prod_f16_f32(params, dst);
- }
+ ggml_compute_forward_out_prod_f16_f32(params, dst);
+ } break;
case GGML_TYPE_F32:
{
ggml_compute_forward_out_prod_f32(params, dst);
@@ -4691,6 +4793,7 @@ void ggml_compute_forward_set(
case GGML_TYPE_F16:
case GGML_TYPE_BF16:
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -4915,6 +5018,7 @@ void ggml_compute_forward_get_rows(
switch (src0->type) {
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -4980,8 +5084,8 @@ void ggml_compute_forward_get_rows(
//}
}
-template<typename idx_t>
-static void ggml_compute_forward_set_rows_f32(
+template<typename src_t, typename idx_t>
+static void ggml_compute_forward_set_rows_impl(
const ggml_compute_params * params,
ggml_tensor * dst) {
@@ -4996,7 +5100,7 @@ static void ggml_compute_forward_set_rows_f32(
assert(ne0 == nc);
assert(ne2 == ne02);
assert(ne3 == ne03);
- assert(src0->type == GGML_TYPE_F32);
+ GGML_ASSERT(src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16);
assert(ne02 % ne11 == 0);
assert(ne03 % ne12 == 0);
@@ -5010,6 +5114,8 @@ static void ggml_compute_forward_set_rows_f32(
const int64_t ir0 = dr*ith;
const int64_t ir1 = std::min(ir0 + dr, nr);
+ const size_t rs = ggml_row_size(src0->type, nc);
+
ggml_from_float_t const from_float = ggml_get_type_traits_cpu(dst->type)->from_float;
for (int64_t i03 = 0; i03 < ne03; ++i03) {
@@ -5023,9 +5129,27 @@ static void ggml_compute_forward_set_rows_f32(
GGML_ASSERT(i1 >= 0 && i1 < ne1);
- from_float(
- (const float *) ((char *) src0->data + i*nb01 + i02*nb02 + i03*nb03),
- ((char *) dst->data + i1*nb1 + i02*nb2 + i03*nb3), nc);
+ if constexpr (std::is_same_v<src_t, float>) {
+ from_float(
+ (const float *) ((char *) src0->data + i*nb01 + i02*nb02 + i03*nb03),
+ ((char *) dst->data + i1*nb1 + i02*nb2 + i03*nb3), nc);
+ } else if constexpr (std::is_same_v<src_t, ggml_fp16_t>) {
+ if (dst->type == GGML_TYPE_F16) {
+ memcpy(
+ ((char *) dst->data + i1*nb1 + i02*nb2 + i03*nb3),
+ ((char *) src0->data + i*nb01 + i02*nb02 + i03*nb03),
+ rs);
+ } else {
+ float * wdata = (float *) params->wdata + (nc + CACHE_LINE_SIZE_F32) * ith;
+ ggml_fp16_to_fp32_row(
+ (const ggml_fp16_t *) ((char *) src0->data + i*nb01 + i02*nb02 + i03*nb03),
+ wdata, nc);
+ from_float(wdata,
+ ((char *) dst->data + i1*nb1 + i02*nb2 + i03*nb3), nc);
+ }
+ } else {
+ GGML_ABORT("src0->type = %d (%s) not supported", src0->type, ggml_type_name(src0->type));
+ }
}
}
}
@@ -5042,9 +5166,19 @@ void ggml_compute_forward_set_rows(
case GGML_TYPE_F32:
{
if (src1->type == GGML_TYPE_I64) {
- ggml_compute_forward_set_rows_f32<int64_t>(params, dst);
+ ggml_compute_forward_set_rows_impl<float, int64_t>(params, dst);
} else if (src1->type == GGML_TYPE_I32) {
- ggml_compute_forward_set_rows_f32<int32_t>(params, dst);
+ ggml_compute_forward_set_rows_impl<float, int32_t>(params, dst);
+ } else {
+ GGML_ABORT("src1->type = %d (%s) not supported", src1->type, ggml_type_name(src1->type));
+ }
+ } break;
+ case GGML_TYPE_F16:
+ {
+ if (src1->type == GGML_TYPE_I64) {
+ ggml_compute_forward_set_rows_impl<ggml_fp16_t, int64_t>(params, dst);
+ } else if (src1->type == GGML_TYPE_I32) {
+ ggml_compute_forward_set_rows_impl<ggml_fp16_t, int32_t>(params, dst);
} else {
GGML_ABORT("src1->type = %d (%s) not supported", src1->type, ggml_type_name(src1->type));
}
@@ -5641,6 +5775,7 @@ void ggml_compute_forward_clamp(
} break;
case GGML_TYPE_BF16:
case GGML_TYPE_Q1_0:
+ case GGML_TYPE_Q2_0:
case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1:
case GGML_TYPE_Q5_0:
@@ -5840,6 +5975,8 @@ static void ggml_compute_forward_rope_flt(
memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float));
memcpy(§