3 people 8a269919f4 [MM] Add Triton kernel for mm_input_normal. (#56798) ...

Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>

2026-09-25 04:31:20 +00:00

..

transformers

[transformer] RMSNorm matching for alternative rsqrt (#54461)

2026-09-24 16:33:06 +00:00

__init__.py

[Bugfix][Model Runner V2] Restore multimodal draft capability detection (#50417)

2026-08-03 14:18:14 -07:00

adapters.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

afmoe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

aimv2.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

apertus.py

[Model] Remove ten deprecated model architectures (#53608)

2026-08-24 17:06:00 -07:00

arcee.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

aria.py

[Bugfix][Model] Fix Aria expert weight names and layout (#57487)

2026-09-18 21:06:30 -07:00

audioflamingo3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

AXK1.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

bagel.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

bailing_moe_linear.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bailing_moe_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bailing_moe_v3_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bailing_moe_v3_vl.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

bailing_moe_v3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bailing_moe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bee.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

bert_with_rope.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

bert.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

blip2.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

blip.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

bloom.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

chatglm.py

[Mypy] Fix mypy typing for model interfaces and H/I models (#54079)

2026-08-28 16:49:19 -04:00

clip.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

cohere2_moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

cohere2_vision.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

cohere_asr.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

cohere_compass.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

cohere_eagle.py

Reduce AutoWeightsLoader kwargs (#53106)

2026-08-20 15:40:11 +00:00

colbert.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

colmodernvbert.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

colpali.py

[MM] Further cleanup _apply_hf_processor_main (#53610)

2026-09-16 10:21:00 -07:00

colqwen3_5.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

colqwen3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

commandr.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

config.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

conformer_encoder.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

cosmos3_edge.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

cosmos3.py

Cosmos3 FP8 ModelOpt/Diffusers remapping (#48952)

2026-07-20 11:31:48 -07:00

dbrx.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

deepencoder2.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

deepencoder.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

deepseek_eagle3.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

deepseek_eagle.py

Reduce AutoWeightsLoader kwargs (#53106)

2026-08-20 15:40:11 +00:00

deepseek_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

deepseek_ocr2.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

deepseek_ocr.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

deepseek_v2.py

[ROCm][Model][Bugfix] Enable GLM-5.2-MXFP4 on the deepseek_v32 path and fix sparse attention correctness (#51915)

2026-09-22 18:08:51 -05:00

deepseek_vl2.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

diffusion_gemma.py

[Bugfix] Pass quant_config to DiffusionGemma's ParallelLMHead (#48521)

2026-09-24 13:17:02 -07:00

dots_ocr.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

eagle2_5_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

ernie45_moe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

ernie45_vl_moe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

ernie45_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

ernie45.py

…

ernie_mtp.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

exaone4_5_mtp.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[eE][fF]" (#53381)

2026-08-22 15:41:27 -04:00

exaone4_5.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

exaone4.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

exaone_moe_mtp.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[eE][fF]" (#53381)

2026-08-22 15:41:27 -04:00

exaone_moe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

exaone.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

extract_hidden_states.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

falcon_h1.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

falcon.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[eE][fF]" (#53381)

2026-08-22 15:41:27 -04:00

fireredasr2.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

funasr.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

funaudiochat.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

gemma2.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

gemma3_mm.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

gemma3.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

gemma3n_audio_utils.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

gemma3n_mm.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

gemma3n.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

gemma4_dspark.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[gG]" (#53616)

2026-08-25 09:47:16 -07:00

gemma4_mm.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

gemma4_mtp.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

gemma4_unified.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

gemma4.py

[Model][Gemma4] Load Weights with AutoWeightsLoader (#55911)

2026-09-18 12:07:30 +00:00

gemma.py

[Mypy] Fix mypy typing for model interfaces and H/I models (#54079)

2026-08-28 16:49:19 -04:00

glm4_1v.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

glm4_moe_lite_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

glm4_moe_lite.py

[3/N] HiSparse: host-resident sparse-MLA decode hot-buffering (#53781)

2026-09-12 00:36:47 -04:00

glm4_moe_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

glm4_moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

glm4.py

Reduce AutoWeightsLoader kwargs (#53106)

2026-08-20 15:40:11 +00:00

glm4v.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

glm_ocr_mtp.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

glm_ocr.py

[Perf] Ensure async h2d copies are pinned in more places (#55202)

2026-09-04 17:17:01 -07:00

glm.py

…

glmasr_utils.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

glmasr.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

gpt2.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

gpt_j.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[gG]" (#53616)

2026-08-25 09:47:16 -07:00

gpt_neox.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[gG]" (#53616)

2026-08-25 09:47:16 -07:00

gpt_oss.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

granite4_vision.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

granite_speech_plus.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

granite_speech.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

granite.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

granitemoe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

granitemoehybrid.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

granitemoeshared.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

h2ovl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

hrm_text.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

hy_v3_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

hy_v3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

hyperclovax_vision_v2.py

[MM] Move get_dummy_processor_inputs into MM processor (#57967)

2026-09-21 09:39:20 -07:00

hyperclovax.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

idefics2_vision_model.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

idefics3.py

[Bugfix] Count unsplit Idefics3 image patches (#48760)

2026-09-24 11:36:26 -07:00

interfaces_base.py

[Mypy] Fix mypy typing for model interfaces and H/I models (#54079)

2026-08-28 16:49:19 -04:00

interfaces.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

intern_vit.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

internlm2.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

interns1_pro.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

interns1_vit.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

interns1.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

interns2_mobius.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

interns2_preview.py

Reduce AutoWeightsLoader kwargs (#53106)

2026-08-20 15:40:11 +00:00

internvl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

iquest_loopcoder.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

isaac.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

jais2.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

jamba.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

jina_vl.py

[MM] Further cleanup _apply_hf_processor_main (#53610)

2026-09-16 10:21:00 -07:00

jina.py

[Mypy] Fix typing for J models (#54130)

2026-08-29 08:50:15 -04:00

k2_horizon.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

kanana_v.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

keye_vl1_5.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

keye.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

kimi_audio.py

[MM] Move get_dummy_processor_inputs into MM processor (#57967)

2026-09-21 09:39:20 -07:00

kimi_k25_vit.py

[Kimi-K3][Perf] Dispatch GEMM for vision patch embedder (#58527)

2026-09-24 18:30:11 -07:00

kimi_k25.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

kimi_vl.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

laguna_dflash.py

[Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514)

2026-09-05 11:45:34 +08:00

laguna.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

lfm2_moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

lfm2_siglip2.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

lfm2_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

lfm2.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

lightonocr.py

[MM] Further cleanup _apply_hf_processor_main (#53610)

2026-09-16 10:21:00 -07:00

llama4_eagle.py

[Mypy] Fix mypy typing for L models (#54177)

2026-09-04 07:50:43 -04:00

llama4.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

llama_eagle3.py

[Bugfix][Spec Decode] Only create draft_id_to_target_id when draft vocab differs (#53458)

2026-09-15 14:59:02 +00:00

llama_eagle.py

[Mypy] Fix mypy typing for L models (#54177)

2026-09-04 07:50:43 -04:00

llama.py

[Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514)

2026-09-05 11:45:34 +08:00

llava_next_video.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

llava_next.py

[MM] Further cleanup _apply_hf_processor_main (#53610)

2026-09-16 10:21:00 -07:00

llava_onevision2.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

llava_onevision.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

llava.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

longcat_flash_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

longcat_flash_ngram.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

longcat_flash.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mamba2.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

mamba.py

[Mypy] Fix typing for M models (#54262)

2026-09-01 11:26:00 -04:00

medusa.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

mellum.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

midashenglm.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

mimo_audio.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mimo_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mimo_v2_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mimo_v2_omni.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mimo_v2.py

[Feature] support bf16 MoE router and mxfp4 MoE for MiMo V2 (#57784)

2026-09-20 13:25:56 +00:00

mimo.py

[Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514)

2026-09-05 11:45:34 +08:00

minicpm3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

minicpm_eagle.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

minicpm.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

minicpmo.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

minicpmv4_6.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

minicpmv.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

minimax_m2.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mistral3.py

[Bugfix][Model] Mistral3: align placeholder grid with public processor (#53758)

2026-09-21 06:36:59 +00:00

mistral_eagle.py

[Mypy] Fix typing for M models (#54262)

2026-09-01 11:26:00 -04:00

mistral_large_3_eagle.py

[Mypy] Fix typing for M models (#54262)

2026-09-01 11:26:00 -04:00

mistral_large_3.py

[MISC] Cleanup deprecated parameters (#53559)

2026-08-24 10:19:04 -07:00

mistral.py

[Mypy] Fix typing for M models (#54262)

2026-09-01 11:26:00 -04:00

mixtral.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

mllama4.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

mlp_speculator.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

modernbert.py

[Model][LoRA] Enable LoRA support for ModernBertModel (#57148)

2026-09-16 14:16:09 +00:00

module_mapping.py

[Mypy] Fix typing for M models (#54262)

2026-09-01 11:26:00 -04:00

molmo2.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

molmo.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

moondream3.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

moonvit.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

moss_audio.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

moss_transcribe_diarize.py

[MM] Move get_dummy_processor_inputs into MM processor (#57967)

2026-09-21 09:39:20 -07:00

muse_glimmer.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

nano_nemotron_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

nemotron_h_mtp.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

nemotron_h.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

nemotron_nas.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

nemotron_parse.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

nemotron_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

nemotron.py

Standardise weight tying on ParallelLMHead.tie_weights (#52147)

2026-08-13 15:10:09 +00:00

nvlm_d.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

olmo_hybrid.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

olmoe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

openai_privacy_filter.py

[Model] Add support for openai/privacy-filter (#41026)

2026-06-28 16:18:22 -07:00

opencua.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

openpangu_mtp.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

openpangu_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

openpangu.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

openvla.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

opt.py

[Mypy] Fix mypy typing for N/O models (#54142)

2026-09-18 12:50:01 +01:00

orion.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

ovis2_5.py

[BUGFIX] fix ovis2_5 multimodal tokens (#52623)

2026-09-25 07:18:54 +08:00

ovis.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

paddleocr_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

paligemma.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

parakeet.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

param2moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

phi3.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

phi3v.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

phi4mm_audio.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

phi4mm_utils.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

phi4mm.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

phi4siglip.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

phi.py

Remove unnecessary load_weights methods (#44589)

2026-06-29 01:52:23 -07:00

phimoe.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

pixtral.py

[MM] Move get_dummy_processor_inputs into MM processor (#57967)

2026-09-21 09:39:20 -07:00

plamo3.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

qianfan_ocr.py

[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands (#53585)

2026-09-24 12:48:14 -07:00

qwen2_5_omni_thinker.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

qwen2_5_vl.py

[MM] Add Triton kernel for mm_input_normal. (#56798)

2026-09-25 04:31:20 +00:00

qwen2_audio.py

[EPD] Support metadata-only audio inputs (#57887)

2026-09-23 09:03:50 +08:00

qwen2_moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

qwen2_rm.py

Remove unnecessary load_weights methods (#44589)

2026-06-29 01:52:23 -07:00

qwen2_vl.py

[MM] Add Triton kernel for mm_input_normal. (#56798)

2026-09-25 04:31:20 +00:00

qwen2.py

[Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514)

2026-09-05 11:45:34 +08:00

qwen3_5_mtp.py

[Spec][V2] Support MTP speculative decoding under pipeline parallelism (#46994)

2026-09-11 17:55:21 +00:00

qwen3_5.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

qwen3_asr_forced_aligner.py

Reduce AutoWeightsLoader kwargs (#53106)

2026-08-20 15:40:11 +00:00

qwen3_asr_realtime.py

[Refactor] Use dynamic MM cache in processor (#57674)

2026-09-19 15:38:00 +00:00

qwen3_asr.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

qwen3_dflash2.py

[Perf] Add fused DFlash2 grouped convolution (#55960)

2026-09-17 21:38:59 +00:00

qwen3_dflash.py

[Feature] support bf16 MoE router and mxfp4 MoE for MiMo V2 (#57784)

2026-09-20 13:25:56 +00:00

qwen3_dspark.py

[Spec Decode] Fix Qwen3 DSpark d2t requirement for padded-vocab drafts (#55133)

2026-09-14 10:07:07 -04:00

qwen3_eagle3.py

[Bugfix][Spec Decode] Only create draft_id_to_target_id when draft vocab differs (#53458)

2026-09-15 14:59:02 +00:00

qwen3_moe.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

qwen3_next_mtp.py

[MOE] Standardize and abstract fused shared expert optimization selection (#51695)

2026-08-18 12:56:56 -04:00

qwen3_next.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

qwen3_omni_moe_thinker.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

qwen3_vl_moe.py

[Bugfix] Qwen3-VL(-MoE): pass architectures to with_hf_config for pipeline parallelism (#43272)

2026-09-10 14:49:35 +01:00

qwen3_vl.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

qwen3.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

radio.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

registry.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

rnj1.py

Fix weight tying (#51665)

2026-08-20 10:31:55 +00:00

roberta.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

rvl.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

sarvam.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

seed_oss.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

siglip2navit.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

siglip.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

skyworkr1v.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

smolvlm.py

…

solar.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

stablelm.py

[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)

2026-09-16 10:57:24 -07:00

step1.py

Remove unnecessary load_weights methods (#44589)

2026-06-29 01:52:23 -07:00

step3_text.py

[MoE] Use GateLinear for all MoE models (#58234)

2026-09-23 05:40:13 +00:00

step3_vl.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

step3p5_mtp.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

step3p5.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

step3p7.py

[Mypy] Fix typing for R/S models (#54157)

2026-09-10 09:43:08 -04:00

step_vl.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00

telechat2.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[tT]" (#53466)

2026-08-26 14:12:11 +00:00

teleflm.py

[Refactor] Remove dead code multiple places (#58002)

2026-09-22 16:36:03 -04:00

terratorch.py

[Multimodal] Type dummy options per modality (#57576)

2026-09-18 17:29:11 +01:00

ultravox.py

[EPD] Support metadata-only audio inputs (#57887)

2026-09-23 09:03:50 +08:00

unlimited_ocr.py

[MM] Further cleanup _apply_hf_processor_main (#53610)

2026-09-16 10:21:00 -07:00

utils.py

[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)

2026-09-24 14:14:10 +00:00

vision.py

[MM] Add Triton kernel for mm_input_normal. (#56798)

2026-09-25 04:31:20 +00:00

voxtral_realtime.py

[Refactor] Use dynamic MM cache in processor (#57674)

2026-09-19 15:38:00 +00:00

voxtral.py

[MM] Move get_dummy_processor_inputs into MM processor (#57967)

2026-09-21 09:39:20 -07:00

voyage.py

[Model][LoRA] Enable LoRA support for VoyageQwen3BidirectionalEmbedModel (#57708)

2026-09-20 09:50:00 +00:00

whisper_causal.py

[Model] Voxtral Realtime: add support for CUDAGraphMode.FULL_DECODE_ONLY (#51167)

2026-09-14 19:16:39 +00:00

whisper_utils.py

…

whisper.py

[Bugfix] Fix Whisper engine crash on audio clips longer than 30s (#57769)

2026-09-21 05:44:40 +00:00

zamba2.py

Add pydocstyle to the ruff rules (#52136)

2026-09-16 16:44:29 +00:00