From 8887a48f050554f0ee59f56753860c061836b02d Mon Sep 17 00:00:00 2001 From: Lukasz Stolcman <4583553+lstolcman@users.noreply.github.com> Date: Tue, 1 Sep 2026 15:24:44 +0200 Subject: [PATCH] metal : add fa-vec tuning for M2 Pro (#28122) * metal: add fa-vec tuning for M2 Pro * metal : update fa-vec tuning for M2 Pro with new dtypes --- ggml/src/ggml-metal/ggml-metal-tuning.cpp | 191 ++++++++++++++++++++++ 1 file changed, 191 insertions(+) diff --git a/ggml/src/ggml-metal/ggml-metal-tuning.cpp b/ggml/src/ggml-metal/ggml-metal-tuning.cpp index 8308294442..c89a905dff 100644 --- a/ggml/src/ggml-metal/ggml-metal-tuning.cpp +++ b/ggml/src/ggml-metal/ggml-metal-tuning.cpp @@ -1029,6 +1029,197 @@ constexpr fa_vec_entry_t fa_vec_tuned_table[] = { { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 2, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 2, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 2, 3 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 2, 4 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 192, 128, 1, 3 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 320, 256, 1, 1 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 320, 256, 1, 3 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 320, 256, 3, 3 }, { 4, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 320, 256, 3, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 96, 96, 2, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 96, 96, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 96, 96, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, 1, 4 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 192, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, 2, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 96, 96, 3, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 4, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, 1, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 192, 128, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 3 }, { 4, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 192, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 192, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 4, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, 1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, 1, 4 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, 2, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 192, 128, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 4, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 2, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, 1, 2 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, 1, 4 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, 2, 2 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, 2, 4 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 320, 256, 3, 2 }, { 1, 2 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, + { { GGML_METAL_DEVICE_M2_MAX, GGML_TYPE_F16, 32, 32, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_MAX, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_MAX, GGML_TYPE_F16, 64, 64, 1, 0 }, { 1, 4 } },