fairydreamingandStanisław Szymczyk 00f5442cc4 ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer (#24231) ...

* ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer

* ggml : remove scale parameters from lightning indexer OP, add f16 mask parameter

* tests : add GGML_OP_LIGHTNING_INDEXER tests

* ggml : bump RPC version

* chore : check if lightning indexer input tensors are not transposed

* tests : count flops instead of bandwidth in lightning indexer test

* chore : add missing const

* chore : whitespace

* ggml : renamed variables in CPU lightning indexer implementation

* ggml : fix lightning indexer mask broadcasting

* tests : tests for lightning indexer mask broadcasting

* chore : whitespace

* llama : use GGML_OP_LIGHTNING_INDEXER in DeepSeek V3.2 and DeepSeek V4 models

---------

Co-authored-by: Stanisław Szymczyk <[email protected]>

2026-07-11 11:39:07 +02:00

..

afmoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

apertus.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

arcee.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

arctic.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

arwkv7.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

baichuan.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

bailingmoe2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

bailingmoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

bert.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

bitnet.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

bloom.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

chameleon.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

chatglm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

codeshell.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

cogvlm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

cohere2.cpp

Add arch support for cohere2-MoE (#24260)

2026-06-13 19:49:00 +02:00

cohere2moe.cpp

Add arch support for cohere2-MoE (#24260)

2026-06-13 19:49:00 +02:00

command-r.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

dbrx.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

deci.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

deepseek2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

deepseek2ocr.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

deepseek4.cpp

ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer (#24231)

2026-07-11 11:39:07 +02:00

deepseek32.cpp

ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer (#24231)

2026-07-11 11:39:07 +02:00

deepseek.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

delta-net-base.cpp

llama: refactor fused ops (#24646)

2026-07-08 18:18:09 +08:00

dflash.cpp

spec : add DFlash support (#22105)

2026-06-28 16:01:34 +03:00

dots1.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

dream.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

eagle3.cpp

spec: fix segfault error on long prompts for eagle3 (#24707)

2026-06-17 17:29:49 +03:00

ernie4-5-moe.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

ernie4-5.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

eurobert.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

exaone4.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

exaone-moe.cpp

minor : fix lint issues (#24165)

2026-06-05 11:17:54 +03:00

exaone.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

falcon-h1.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

falcon.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gemma2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gemma3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gemma3n.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gemma4-assistant.cpp

mtp: support for gemma-4 E2B and E4B assistants (#24282)

2026-06-08 13:48:52 -07:00

gemma4.cpp

spec: add EAGLE3 speculative decoding support (#18039)

2026-06-12 10:21:06 +03:00

gemma-embedding.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gemma.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

glm4-moe.cpp

minor : fix lint issues (#24165)

2026-06-05 11:17:54 +03:00

glm4.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

glm-dsa.cpp

model : glm-dsa load DSA indexer tensors as optional (#24770)

2026-06-20 13:48:24 +03:00

gpt2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

gptneox.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

granite-hybrid.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

granite-moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

granite.cpp

model, mtmd: Granite4 Vision (#23545)

2026-06-05 17:44:59 +02:00

grok.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

grovemoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

hunyuan-dense.cpp

model: move load_hparams and load_tensors to per-model definition (#22004)

2026-05-04 12:36:59 +02:00

hunyuan-moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

hunyuan-vl.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

internlm2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

jais2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

jais.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

jamba.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

jina-bert-v2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

jina-bert-v3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

kimi-linear.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

lfm2.cpp

model : Add label for LFM2.5-230M (#25008)

2026-06-25 18:58:52 +02:00

lfm2moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

llada-moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

llada.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

llama4.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

llama-embed.cpp

model: move load_hparams and load_tensors to per-model definition (#22004)

2026-05-04 12:36:59 +02:00

llama.cpp

spec: add EAGLE3 speculative decoding support (#18039)

2026-06-12 10:21:06 +03:00

maincoder.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mamba2.cpp

mamba2: remove hardcoded 2x expansion factor and invalid d_inner % d_state check (#23082)

2026-06-26 08:50:54 +03:00

mamba-base.cpp

mamba2: remove hardcoded 2x expansion factor and invalid d_inner % d_state check (#23082)

2026-06-26 08:50:54 +03:00

mamba.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mellum.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mimo2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

minicpm3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

minicpm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

minimax-m2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mistral3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mistral4.cpp

model: move load_hparams and load_tensors to per-model definition (#22004)

2026-05-04 12:36:59 +02:00

models.h

DeepSeek V4 (#24162)

2026-06-29 16:58:51 +08:00

modern-bert.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

mpt.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

nemotron-h-moe.cpp

model: move load_hparams and load_tensors to per-model definition (#22004)

2026-05-04 12:36:59 +02:00

nemotron-h.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

nemotron.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

neo-bert.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

nomic-bert-moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

nomic-bert.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

olmo2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

olmo.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

olmoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

openai-moe.cpp

spec: add EAGLE3 speculative decoding support (#18039)

2026-06-12 10:21:06 +03:00

openelm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

orion.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

paddleocr.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

pangu-embed.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

phi2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

phi3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

phimoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

plamo2.cpp

models : fix plamo2 attention_key/value_length regression (#24317)

2026-06-09 10:26:44 +03:00

plamo3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

plamo.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

plm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

qwen2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

qwen2moe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

qwen2vl.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

qwen3.cpp

spec: add EAGLE3 speculative decoding support (#18039)

2026-06-12 10:21:06 +03:00

qwen3moe.cpp

spec: add EAGLE3 speculative decoding support (#18039)

2026-06-12 10:21:06 +03:00

qwen3next.cpp

model : register t_layer_inp for qwen3next (#25141)

2026-06-30 17:57:14 +02:00

qwen3vl.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

qwen3vlmoe.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

qwen35.cpp

spec: support eagle3 for qwen3.5 & 3.6 (#24593)

2026-06-19 13:08:50 +03:00

qwen35moe.cpp

spec: support eagle3 for qwen3.5 & 3.6 (#24593)

2026-06-19 13:08:50 +03:00

qwen.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

refact.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

rnd1.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

rwkv6-base.cpp

models : deduplicate delta-net graphs for Qwen family (#19597)

2026-02-16 14:35:04 +02:00

rwkv6.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

rwkv6qwen2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

rwkv7-base.cpp

models : deduplicate delta-net graphs for Qwen family (#19597)

2026-02-16 14:35:04 +02:00

rwkv7.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

seed-oss.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

smallthinker.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

smollm3.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

stablelm.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

starcoder2.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

starcoder.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

step35.cpp

spec : Support Step3.5/3.7 flash mtp3 (#24340)

2026-06-21 11:33:18 +03:00

t5.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

t5encoder.cpp

model: move load_hparams and load_tensors to per-model definition (#22004)

2026-05-04 12:36:59 +02:00

talkie.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00

wavtokenizer-dec.cpp

model : NvFP4 quantized LM head support (#23046)

2026-05-16 11:09:27 +02:00

xverse.cpp

hparams : refactor hparams.n_layer (#24060)

2026-06-05 11:09:36 +03:00