vLLM/vllm/model_executor/models at 86e2ab50aa24ed8be79e7b6b73da025d997992eb - vLLM

transformers

[ROCm] Remove stale SDPA and skinny GEMM workarounds (#50907 )

2026-08-11 14:19:16 -04:00

__init__.py

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

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

adapters.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

afmoe.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

aimv2.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

apertus.py

[Perf] RMSNorm uncontiguous support, 1.2~3.1x kernel performance improvement (#49750 )

2026-07-29 13:45:38 -07:00

arcee.py

Remove unnecessary load_weights methods (#44589 )

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

arctic.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

aria.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

audioflamingo3.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

AXK1.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

bagel.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bailing_moe_linear.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bailing_moe_mtp.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bailing_moe_v3_mtp.py

[Model][Quantization] Add Ling-3.0-flash-fp8 support (#51265 )

2026-08-09 23:09:08 -07:00

bailing_moe_v3.py

[Model][Quantization] Add Ling-3.0-flash-fp8 support (#51265 )

2026-08-09 23:09:08 -07:00

bailing_moe.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bee.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bert_with_rope.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

bert.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

blip2.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

blip.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

bloom.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

chameleon.py

[Perf] Avoid some more unnecessary GPU<->CPU syncs (#51458 )

2026-08-08 17:13:26 -07:00

chatglm.py

Remove unnecessary load_weights methods (#44589 )

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

cheers.py

[Model] Add support for Cheers multimodal model (#38788 )

2026-04-02 21:01:40 +08:00

clip.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

cohere2_moe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

cohere2_vision.py

fix(quantization): Fix AWQ dequantize on Intel XPU and refactor AutoAWQ config (#42727 )

2026-06-18 20:12:28 +08:00

cohere_asr.py

[Model] Fix missing maybe_prefix (#42280 )

2026-05-11 09:04:06 +00:00

cohere_eagle.py

Remove unnecessary load_weights methods (#44589 )

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

colbert.py

Model/colbert autoweightsloader (#44999 )

2026-06-09 23:58:50 -07:00

colmodernvbert.py

[Model] Update ColModernVBERT to support latest HF checkpoint (#39307 )

2026-04-09 10:48:51 +08:00

colpali.py

[Model] Add ColPali late interaction model for multi-modal retrieval (#36818 )

2026-03-13 02:18:57 +00:00

colqwen3_5.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

colqwen3.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

commandr.py

Forward fix nightly errors from #44589 (#47151 )

2026-06-30 14:02:34 +00:00

config.py

Fix Gemma 4 for upcoming Transformers version (#49797 )

2026-08-10 07:48:26 +00:00

conformer_encoder.py

[model] support FireRedLID (#39290 )

2026-04-10 08:43:58 +00:00

cosmos3_edge.py

[bugfix] Fix Cosmos3 Edge checkpoint weights filtering, video loading, prompt expansion (#49190 )

2026-07-21 17:18:36 +08:00

cosmos3.py

Cosmos3 FP8 ModelOpt/Diffusers remapping (#48952 )

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

dbrx.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

deepencoder2.py

[Perf] DeepSeek-OCR-2 TTFT Optimize (#49531 )

2026-07-26 05:53:06 +00:00

deepencoder.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

deepseek_eagle3.py

[Bugfix][Spec Decode] Fix EAGLE3 DeepSeek draft crash on non-YaRN rope configs (#51092 )

2026-08-05 14:10:52 +08:00

deepseek_eagle.py

[Model] Fix missing maybe_prefix (#42280 )

2026-05-11 09:04:06 +00:00

deepseek_mtp.py

[Perf] Fix moe reduce_scatter perf regression by removing additional comm, 5% E2E throughput gain back. (#48763 )

2026-07-25 16:36:19 +00:00

deepseek_ocr2.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

deepseek_ocr.py

[1/N] Unify multiple-path encoder cuda graph support (#49934 )

2026-08-02 10:33:23 +08:00

deepseek_v2.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

deepseek_vl2.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

diffusion_gemma.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

dots_ocr.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

eagle2_5_vl.py

[2/3] Refactor InternVL-based processors (#37324 )

2026-03-18 22:22:19 +08:00

ernie45_moe.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

ernie45_vl_moe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

ernie45_vl.py

[MM][CG][BugFix] Fix Ernie-4.5-VL encoder CG postprocess for multi-path outputs (#51461 )

2026-08-11 00:39:04 +00:00

ernie45.py

…

ernie_mtp.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

exaone4_5_mtp.py

Fix EXAONE-4.5 to align with Transformers update (#42246 )

2026-05-11 10:25:31 +00:00

exaone4_5.py

[Bugfix] Fix missing sequence_lengths in EXAONE-4.5 vision encoder (#45073 )

2026-06-10 15:44:34 +01:00

exaone4.py

[Model] Add K-EXAONE-2.0-750B-A37B (#50524 )

2026-08-03 06:33:02 -07:00

exaone_moe_mtp.py

[Model] Add K-EXAONE-2.0-750B-A37B (#50524 )

2026-08-03 06:33:02 -07:00

exaone_moe.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

exaone.py

Remove unnecessary load_weights methods (#44589 )

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

extract_hidden_states.py

[Spec Decode] Fix hidden-state extraction block size for hybrid verifiers (#46301 )

2026-06-30 08:19:51 -07:00

fairseq2_llama.py

Remove unnecessary load_weights methods (#44589 )

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

falcon_h1.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

falcon.py

[Misc] Cleanup more configs and processors (#37560 )

2026-03-19 15:45:23 +00:00

fireredasr2.py

[Audio] Bundle get_generation_prompt() params into SpeechToTextParams (#36268 )

2026-04-22 12:24:18 +08:00

fireredlid.py

[model] support FireRedLID (#39290 )

2026-04-10 08:43:58 +00:00

flex_olmo.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

funasr.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

funaudiochat.py

Preserve revision pins in secondary artifact loaders (#51446 )

2026-08-11 04:33:10 +00:00

gemma2.py

Remove unnecessary load_weights methods (#44589 )

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

gemma3_mm.py

[CI] Fix various failures on main (#47197 )

2026-07-01 10:35:34 +01:00

gemma3.py

[Bugfix] Default Gemma3 Model intermediate_tensors to None (#50777 )

2026-08-03 15:07:59 -04:00

gemma3n_audio_utils.py

…

gemma3n_mm.py

[Perf] Avoid some more unnecessary GPU<->CPU syncs (#51458 )

2026-08-08 17:13:26 -07:00

gemma3n.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

gemma4_dspark.py

Fix Gemma 4 for upcoming Transformers version (#49797 )

2026-08-10 07:48:26 +00:00

gemma4_mm.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

gemma4_mtp.py

Fix Gemma 4 for upcoming Transformers version (#49797 )

2026-08-10 07:48:26 +00:00

gemma4_unified.py

[Bugfix][Model] Gemma3n/Gemma4: pad variable-length audio batches (#50958 )

2026-08-05 12:46:00 +08:00

gemma4.py

Fix Gemma 4 for upcoming Transformers version (#49797 )

2026-08-10 07:48:26 +00:00

gemma.py

Remove unnecessary load_weights methods (#44589 )

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

glm4_1v.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

glm4_moe_lite_mtp.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

glm4_moe_lite.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

glm4_moe_mtp.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

glm4_moe.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

glm4.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

glm4v.py

Remove unnecessary load_weights methods (#44589 )

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

glm_ocr_mtp.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

glm_ocr.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

glm.py

…

glmasr_utils.py

[Refactor] Remove dead private func _fp8_perm and _extract_mask_for_item (#35068 )

2026-02-23 05:05:20 -08:00

glmasr.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

gpt2.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

gpt_j.py

Remove unnecessary load_weights methods (#44589 )

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

gpt_neox.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

gpt_oss.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

granite4_vision.py

[Model] Fix missing maybe_prefix (#42280 )

2026-05-11 09:04:06 +00:00

granite_speech_plus.py

Add model support for granite speech plus (#43519 )

2026-06-04 14:47:48 +00:00

granite_speech.py

Add model support for granite speech plus (#43519 )

2026-06-04 14:47:48 +00:00

granite.py

Remove unnecessary load_weights methods (#44589 )

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

granitemoe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

granitemoehybrid.py

Bump Transformers version to 5.13.0 (#47867 )

2026-07-11 00:56:14 -07:00

granitemoeshared.py

[Bugfix] Fix GraniteMoeShared weight loading broken by #41184 (#47031 )

2026-07-01 22:39:12 +08:00

gritlm.py

[Perf] Remove redundant device copies for CPU-only pooling token IDs, 48.9% E2E throughput improvement (#38139 )

2026-03-29 18:12:50 +00:00

h2ovl.py

[Model] Remove Mono-InternVL (InternLM2VEForCausalLM) (#45129 )

2026-06-12 10:41:09 +00:00

hrm_text.py

[Model] Add HrmTextForCausalLM (Hierarchical Reasoning Model — Text) (#43098 )

2026-06-16 22:41:41 +08:00

hunyuan_v1.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

hunyuan_vision.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

hy_v3_mtp.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

hy_v3.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

hyperclovax_vision_v2.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

hyperclovax_vision.py

[Refactor] Remove dead code in multiple files (#49745 )

2026-07-27 15:58:26 -04:00

hyperclovax.py

[ROCm][CI] fix test_common.py (#48676 )

2026-07-15 06:42:06 +00:00

idefics2_vision_model.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

idefics3.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

interfaces_base.py

[Model] Deprecate the score task (this will not affect users). (#37537 )

2026-03-20 08:07:56 +00:00

interfaces.py

feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355 )

2026-08-07 05:32:52 -07:00

intern_vit.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

internlm2.py

Remove unnecessary load_weights methods (#44589 )

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

interns1_pro.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

interns1_vit.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

interns1.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

interns2_mobius.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

interns2_preview.py

[Model] Support InternS2 Preview (#42705 )

2026-05-14 21:30:26 -07:00

internvl.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

iquest_loopcoder.py

Remove KV cache scale boilerplate from model weight loading methods (#43167 )

2026-06-05 05:19:04 -07:00

isaac.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

jais2.py

Remove unnecessary load_weights methods (#44589 )

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

jamba.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

jina_vl.py

…

jina.py

[Model] Support jina-embeddings-v5-text-nano (EuroBERT encoder backbone) (#50688 )

2026-08-03 01:37:08 +00:00

kanana_v.py

[Bugfix][Multimodal] Fix video temporal padding estimates (#49030 )

2026-07-29 01:57:31 +08:00

keye_vl1_5.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

keye.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

kimi_audio.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

kimi_k25_vit.py

[Kimi][MM] disable kimi_vit's dynamic torch.compile for TPU (#51196 )

2026-08-08 00:42:51 +00:00

kimi_k25.py

[MM][CG] Support ViT full CUDA graph for Kimi-K2.5 (#50929 )

2026-08-04 17:15:56 +00:00

kimi_vl.py

[MM][Perf][CG] Support ViT full CUDA graph for Kimi-VL (#41992 )

2026-06-17 12:14:01 +00:00

laguna_dflash.py

Add Laguna XS.2.1 DFlash drafter support (#46853 )

2026-07-02 18:09:27 -07:00

laguna.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

lfm2_moe.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

lfm2_siglip2.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

lfm2_vl.py

[MM][Perf][CG] Support dual-path ViT full CUDA graph for DeepSeek-OCR (#43586 )

2026-06-16 04:35:20 -07:00

lfm2.py

[Bugfix] Fix LFM2 ShortConv prefix breaking quant ignore list (#51495 )

2026-08-08 11:27:13 +00:00

lightonocr.py

[Misc] Cleanup more configs and processors (#37560 )

2026-03-19 15:45:23 +00:00

llama4_eagle.py

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

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

llama4.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

llama_eagle3.py

[Bugfix][Spec Decode] Fix eagle3 first-layer qkv_proj prefix for quantized drafts (#48068 )

2026-07-16 11:34:41 +08:00

llama_eagle.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

llama.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

llava_next_video.py

[Model] Enable LoRA support for tower and connector in LlavaNextVideo (#48594 )

2026-07-14 20:09:38 +08:00

llava_next.py

[Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977 )

2026-08-06 19:30:15 +00:00

llava_onevision2.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

llava_onevision.py

[Perf][4/n] Eliminate various GPU<->CPU syncs (#42347 )

2026-05-19 10:35:54 -04:00

llava.py

Remove mantis (#46806 )

2026-07-01 07:13:58 +00:00

longcat_flash_mtp.py

[Model] Add LongCat-Flash-Lite (n-gram embedding) (#47857 )

2026-07-10 07:17:50 -07:00

longcat_flash_ngram.py

[Model] Add LongCat-Flash-Lite (n-gram embedding) (#47857 )

2026-07-10 07:17:50 -07:00

longcat_flash.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

mamba2.py

Remove unnecessary load_weights methods (#44589 )

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

mamba.py

Remove unnecessary load_weights methods (#44589 )

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

medusa.py

Add Medusa speculative decoding e2e test (#41396 )

2026-06-30 18:02:22 +00:00

mellum.py

Fix Transformers backend FP8 MoE and remove some boilerplate (#46820 )

2026-06-27 00:16:05 +01:00

midashenglm.py

Fix MiDashengLM TP>1 crash in audio encoder attention (#44408 )

2026-06-09 09:29:14 -07:00

mimo_audio.py

[Model] Add MiMo-V2.5 support (#40967 )

2026-04-27 13:26:51 +00:00

mimo_mtp.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

mimo_v2_mtp.py

[SpecDecoding] extend mtp support for mimo 2.5 (#41905 )

2026-05-09 18:22:59 +00:00

mimo_v2_omni.py

[Bugfix][MiMo] Apply vision attention sinks in the window attention path (#49815 )

2026-08-10 22:36:42 +00:00

mimo_v2.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

mimo.py

Remove unnecessary load_weights methods (#44589 )

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

minicpm3.py

[Perf] RMSNorm uncontiguous support, 1.2~3.1x kernel performance improvement (#49750 )

2026-07-29 13:45:38 -07:00

minicpm_eagle.py

[Bugfix][UT]Fix EagleMiniCPMForCausalLM meet TypeError (#48452 )

2026-07-13 04:37:23 +00:00

minicpm.py

[MoE] Remove inplace fused experts mechanism (#43727 )

2026-05-27 20:00:19 -07:00

minicpmo.py

[Bugfix] Fixes MiniCPM-O resampler device placement to avoid tensor device mismatch (#42332 )

2026-06-17 08:35:27 +00:00

minicpmv4_6.py

[Revert][Bugfix] Restore MiniCPM-V 4.6 ViT QKV weight loader (#49193 )

2026-07-20 18:17:46 +00:00

minicpmv.py

[Bugfix][MM] Fix MiniCPM-V placeholder replacement and image processor loading on Transformers v5 (#48413 )

2026-08-05 21:12:00 -07:00

minimax_m2.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

mistral3.py

[Bugfix][Model] Fix Devstral Small 2 HF format weight loading (#39293 )

2026-04-14 10:11:18 +00:00

mistral_eagle.py

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

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

mistral_large_3_eagle.py

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

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

mistral_large_3.py

[Model] Migrate MistralLarge3ForCausalLM to AutoWeightsLoader (#48153 )

2026-07-10 12:27:58 +00:00

mistral.py

…

mixtral.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

mllama4.py

Remove boilerplate missed by #46820 (#46956 )

2026-06-29 08:11:17 +08:00

mlp_speculator.py

[Refactor] Remove unused dead code (#38842 )

2026-04-06 11:52:05 -04:00

modernbert.py

Correct model layer aliasing for Bert style models (#43896 )

2026-07-09 19:46:22 -04:00

module_mapping.py

…

molmo2.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

molmo.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

moondream3.py

[Model] Add Moondream3 model support(only query and caption skills) (#32325 )

2026-05-01 10:06:48 +08:00

moonvit.py

[Core] Ensure memory is pinned prior to async h2d copy (#45424 )

2026-06-20 20:02:24 -07:00

moss_audio.py

[bugfix] fix MOSS-Audio deepstack_input_embeds initialization in PP (#47607 )

2026-07-06 17:15:50 +08:00

moss_transcribe_diarize.py

[Frontend] Add diarized_json support for MOSS-Transcribe-Diarize (#48543 )

2026-07-29 23:24:30 +00:00

mpt.py

Remove unnecessary load_weights methods (#44589 )

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

nano_nemotron_vl.py

[Feature] Add VidCom2 video token pruning (#47750 )

2026-07-28 03:20:17 +00:00

nemotron_h_mtp.py

fix: ensure no double load of lm head in nemotron mtp (#47440 )

2026-07-07 12:01:45 +00:00

nemotron_h.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

nemotron_nas.py

Remove unnecessary load_weights methods (#44589 )

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

nemotron_parse.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

nemotron_vl.py

fix(quantization): Fix AWQ dequantize on Intel XPU and refactor AutoAWQ config (#42727 )

2026-06-18 20:12:28 +08:00

nemotron.py

Remove unnecessary load_weights methods (#44589 )

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

nvlm_d.py

[Model] Remove Mono-InternVL (InternLM2VEForCausalLM) (#45129 )

2026-06-12 10:41:09 +00:00

olmo3.py

Bump Transformers version to 5.13.0 (#47867 )

2026-07-11 00:56:14 -07:00

olmo_hybrid.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

olmoe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

openai_privacy_filter.py

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

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

opencua.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

openpangu_mtp.py

[MoE Refactor] Rename FusedMoE.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671 )

2026-04-23 11:22:34 -04:00

openpangu_vl.py

[Quant] Consolidate GPTQ: rename gptq_marlin.py to auto_gptq.py (#38288 )

2026-05-15 08:25:52 +08:00

openpangu.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

openvla.py

[Model] Openvla support (#42654 )

2026-05-19 08:17:42 -07:00

opt.py

Remove unnecessary load_weights methods (#44589 )

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

orion.py

Remove unnecessary load_weights methods (#44589 )

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

ovis2_5.py

[Bugfix] Fix Ovis2_5 special tokens for transformers v5 (#47298 )

2026-07-21 08:09:20 +00:00

ovis.py

[Model] Fix missing maybe_prefix (#42280 )

2026-05-11 09:04:06 +00:00

paddleocr_vl.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

paligemma.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

parakeet.py

Bugfix: Parakeet: .conv.pointwise/depthwise_conv1/2.bias weigths can exist even if convolution_bias=False (#40007 )

2026-04-16 23:22:05 +00:00

param2moe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

phi3.py

…

phi3v.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

phi4mm_audio.py

[Perf][4/n] Eliminate various GPU<->CPU syncs (#42347 )

2026-05-19 10:35:54 -04:00

phi4mm_utils.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

phi4mm.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

phi4siglip.py

[Model] Add Phi4ForCausalLMV for microsoft/Phi-4-reasoning-vision-15B (#38306 )

2026-04-02 21:14:57 -07:00

phi.py

Remove unnecessary load_weights methods (#44589 )

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

phimoe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

pixtral.py

[BUGFIX] Fix Pixtral consolidated format vision weight loading (#39916 )

2026-04-19 22:25:03 -07:00

plamo3.py

Fix Plamo 2/3 & LFM2 for Transformers v5 (#38090 )

2026-03-25 12:29:49 +00:00

qianfan_ocr.py

[Model] support Qianfan-OCR model (#40136 )

2026-05-05 10:51:25 +00:00

qwen2_5_omni_thinker.py

[EPD] Remove duplicate image preprocessing in EPD and enable preprocess on GPU (#50390 )

2026-08-05 15:59:54 -07:00

qwen2_5_vl.py

[Model] Fused mm preprocess normalisation on the Device (#50411 )

2026-08-06 03:11:14 -07:00

qwen2_audio.py

[Perf][4/n] Eliminate various GPU<->CPU syncs (#42347 )

2026-05-19 10:35:54 -04:00

qwen2_moe.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

qwen2_rm.py

Remove unnecessary load_weights methods (#44589 )

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

qwen2_vl.py

[Model] Fused mm preprocess normalisation on the Device (#50411 )

2026-08-06 03:11:14 -07:00

qwen2.py

[Model] Add VaultGemma via Transformers modeling backend (#49803 )

2026-07-25 16:54:15 +00:00

qwen3_5_mtp.py

Fix GPTQ quantized Qwen3.5 MTP weight loading with spec decode (#48816 )

2026-07-23 06:59:48 -07:00

qwen3_5.py

[Model] Enable Qwen3.8 for AMD Rocm (#50068 )

2026-08-07 21:19:07 +08:00

qwen3_asr_forced_aligner.py

[Feature] Add Qwen3-ForcedAligner support via token classification pooling (#35367 )

2026-03-29 00:27:52 +00:00

qwen3_asr_realtime.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

qwen3_asr.py

[Rust Frontend] Integrate MM audio support (#48554 )

2026-07-15 15:00:17 +08:00

qwen3_dflash.py

[Bugfix] DFlash fc sized wrong when num_target_layers != num_hidden_layers (#48524 )

2026-07-21 14:42:52 -07:00

qwen3_dspark.py

[Spec Decode] Add top-k DSpark Markov projection (#49969 )

2026-08-04 12:52:53 +00:00

qwen3_eagle3.py

Added sliding window attention support for qwen-eagle3 architecture (#47568 )

2026-07-13 20:20:44 +00:00

qwen3_moe.py

[Bugfix][MoE] Fix fused block-scale orientation (#50727 )

2026-08-11 16:05:38 -04:00

qwen3_next_mtp.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

qwen3_next.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

qwen3_omni_moe_thinker.py

[Perf] Avoid some more unnecessary GPU<->CPU syncs (#51458 )

2026-08-08 17:13:26 -07:00

qwen3_vl_moe.py

[Bugfix][MoE] Fix fused block-scale orientation (#50727 )

2026-08-11 16:05:38 -04:00

qwen3_vl.py

Add torch compile for qwen3_vl encoder (#40116 )

2026-08-08 08:23:18 +00:00

qwen3.py

Added sliding window attention support for qwen-eagle3 architecture (#47568 )

2026-07-13 20:20:44 +00:00

radio.py

[Refactor] Remove dead code in multiple files (#49745 )

2026-07-27 15:58:26 -04:00

registry.py

Interns2mobius support (#51149 )

2026-08-06 10:39:35 +00:00

rnj1.py

Remove unnecessary load_weights methods (#44589 )

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

roberta.py

[Model] Add RobertaForTokenClassification / XLMRobertaForTokenClassification (#47991 )

2026-07-15 14:30:33 +00:00

rvl.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -07:00

sarvam.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

seed_oss.py

Remove unnecessary load_weights methods (#44589 )

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

siglip2navit.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

siglip.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00

skyworkr1v.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

smolvlm.py

[Bugfix] Standardize getting number of image patches/tokens (#34358 )

2026-02-12 20:47:01 -08:00

solar.py

Remove unnecessary load_weights methods (#44589 )

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

stablelm.py

Remove unnecessary load_weights methods (#44589 )

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

step1.py

Remove unnecessary load_weights methods (#44589 )

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

step3_text.py

[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941 )

2026-07-31 11:28:18 +01:00

step3_vl.py

[Perf] Avoid more GPU<->CPU syncs on the model execution path (#51738 )

2026-08-11 19:30:34 -07:00

step3p5_mtp.py

fix(step3p5-mtp): honor exclude_modules for the MTP head via prefix (#48883 )

2026-07-29 16:58:29 +00:00

step3p5.py

[Refactor] Delete dead code in models (#51838 )

2026-08-11 15:44:26 -04:00

step3p7.py

[Model]Support Step-3.7-Flash (#43859 )

2026-05-28 17:01:48 -07:00

step_vl.py

[MM][CG] Enable encoder Cudagraph for Step3VL (#42224 )

2026-05-17 20:19:13 -07:00

telechat2.py

Remove even more unnecessary load_weights methods (#48496 )

2026-07-18 08:40:27 +00:00

teleflm.py

…

terratorch.py

[Multimodal] Expose mm hash algothrim selection to cli args (#49686 )

2026-07-31 05:25:19 +00:00

ultravox.py

Resolve revision to commit_hash once per model load, via huggingface_hub's resolve_revision (#49990 )

2026-08-05 13:49:56 +00:00

unlimited_ocr.py

Add Triton Backend for Unlimited-OCR R-SWA (#47102 )

2026-07-03 00:11:50 -07:00

utils.py

[Refactor] Remove multiple dead codes (#50285 )

2026-08-03 10:59:08 -04:00

vision.py

replace batch_norm to numerically identical without cudnn (#51734 )

2026-08-11 12:43:20 +08:00

voxtral_realtime.py

[Bugfix][Voxtral Realtime] Fix token feedback timeout silent hang (#44461 )

2026-07-05 05:42:36 -07:00

voxtral.py

[Perf] Avoid some more unnecessary GPU<->CPU syncs (#51458 )

2026-08-08 17:13:26 -07:00

voyage.py

[Model] Use AutoWeightsLoader for Voyage (#42972 )

2026-05-22 05:28:23 +00:00

whisper_causal.py

[Bugfix] Fix pooled Whisper encoder sliding-window kernel size (#47437 )

2026-07-02 10:19:11 -07:00

whisper_utils.py

…

whisper.py

Remove unnecessary load_weights methods (#44589 )

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

zamba2.py

Remove more unnecessary load_weights methods (#47058 )

2026-06-30 15:22:16 +01:00