vllm/vllm/model_executor/models at ffce72c0415701eb10af86668cf504a5eeba2a72 - vllm

transformers

Revert "[Bugfix][CI] Gemma3 Transformers multimodal encoder profiling and build prompt-embedding fixtures" (#45029 )

2026-06-10 01:37:03 -07:00

__init__.py

[Chore] Remove SupportsV0Only interface and update supported models docs (#26783 )

2025-10-14 04:55:10 -07:00

adapters.py

[Bugfix][Pooling] Fix silent weight corruption with buffer-reusing iterators (#39650 )

2026-04-13 19:37:27 +00:00

afmoe.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

aimv2.py

[MM] Align the prefix of MMEncoderAttention with Attention (#33750 )

2026-02-04 04:07:30 +00:00

apertus.py

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

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

arcee.py

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

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

arctic.py

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

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

aria.py

[Bugfix] Fix weight loading issues caused by #41184 (#45054 )

2026-06-10 01:20:13 -04:00

audioflamingo3.py

[Misc] Reorganize inputs (#35182 )

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

AXK1.py

[Model] Use AutoWeightsLoader for AXK1 (#41901 )

2026-05-07 05:40:29 -07:00

aya_vision.py

[BugFix] wire make_empty_intermediate_tensors on AyaVision and Voxtral (#43118 )

2026-05-22 05:26:41 -07:00

bagel.py

[Misc] Reorganize inputs (#35182 )

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

baichuan.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

bailing_moe_linear.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

bailing_moe.py

[Bugfix] fix wrong partial_rotary_factor calculation for bailing_moe model. (#43770 )

2026-06-01 02:42:49 -07:00

bamba.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

bee.py

[Misc] Reorganize inputs (#35182 )

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

bert_with_rope.py

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

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

bert.py

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

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

blip2.py

[Model] Fix missing maybe_prefix (#42280 )

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

blip.py

[MM] Align the prefix of MMEncoderAttention with Attention (#33750 )

2026-02-04 04:07:30 +00:00

bloom.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

chameleon.py

[Misc] Reorganize inputs (#35182 )

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

chatglm.py

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

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

cheers.py

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

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

clip.py

[Misc][MM] Remove redundant code in CLIPAttention (#43046 )

2026-05-19 08:43:16 +00:00

cohere2_moe.py

[Cohere] Fix Cohere2MoE weight loading when using Transformers ≥5.10 (#44747 )

2026-06-09 06:27:40 -07:00

cohere2_vision.py

[BugFix] support PP for Cohere vision model (#42819 )

2026-05-18 11:12:06 -07:00

cohere_asr.py

[Model] Fix missing maybe_prefix (#42280 )

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

cohere_eagle.py

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

2026-06-05 05:19:04 -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

[Model] Add ColQwen3.5 4.5B support (#36887 )

2026-03-17 21:17:02 +00:00

colqwen3.py

[Model] Consolidate score logic by introduce score_type (#36479 )

2026-03-10 13:32:25 +00:00

commandr.py

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

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

config.py

[Core][Model] Gemma4: Unified FA4 for all layers + FlashAttention mm_prefix support (#42175 )

2026-06-09 17:45:39 -07:00

conformer_encoder.py

[model] support FireRedLID (#39290 )

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

cosmos3.py

Add Cosmos3 Reasoner model (#43356 )

2026-05-28 09:43:55 -07:00

dbrx.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

deepencoder2.py

[PluggableLayer][MM] Add PluggableLayer for CustomQwen2Decoder (#37293 )

2026-03-20 06:24:07 +00:00

deepencoder.py

[PluggableLayer][MM] Add PluggableLayer for RelPosAttention (#33753 )

2026-03-03 19:41:27 -08:00

deepseek_eagle3.py

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

deepseek_eagle.py

[Model] Fix missing maybe_prefix (#42280 )

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

deepseek_mtp.py

[feature] add index share feature for DSA MTP (#44420 )

2026-06-06 22:04:14 -07:00

deepseek_ocr2.py

[Misc] Reorganize inputs (#35182 )

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

deepseek_ocr.py

[Misc] Reorganize inputs (#35182 )

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

deepseek_v2.py

[feature] add index share feature for DSA MTP (#44420 )

2026-06-06 22:04:14 -07:00

deepseek_vl2.py

[Misc] Reorganize inputs (#35182 )

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

dots1.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

dots_ocr.py

[Misc] Reorganize inputs (#35182 )

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

eagle2_5_vl.py

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

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

ernie45_moe.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

ernie45_vl_moe.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

ernie45_vl.py

[Model] Use mm_features for Ernie-4.5 VL M-RoPE (#39753 )

2026-04-14 01:11:52 -07:00

ernie45.py

[Model] Add PaddleOCR-VL Model Support (#27758 )

2025-11-03 19:04:22 +08:00

ernie_mtp.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

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

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

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

exaone_moe_mtp.py

Add EXAONE-4.5 (#39388 )

2026-04-09 20:53:26 -07:00

exaone_moe.py

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

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

exaone.py

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

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

extract_hidden_states.py

[Spec Decode] Support hybrid attention models in extract_hidden_states (#39949 )

2026-05-13 10:45:53 -07:00

fairseq2_llama.py

Convert formatting to use ruff instead of yapf + isort (#26247 )

2025-10-05 07:06:22 -07:00

falcon_h1.py

[Model] Use AutoWeightsLoader for FalconH1 (#39092 )

2026-04-07 16:25:17 +08:00

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.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671 )

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

funasr.py

[Bugfix] Fix FunASR-Nano crash during initialization (#44215 )

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

funaudiochat.py

[Misc] Reorganize inputs (#35182 )

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

fuyu.py

[Misc] Reorganize inputs (#35182 )

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

gemma2.py

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

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

gemma3_mm.py

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

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

gemma3.py

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

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

gemma3n_audio_utils.py

[Bugfix] Fix integer overflow in Gemma3n audio processing (#31657 )

2026-01-10 17:52:53 +08:00

gemma3n_mm.py

gemma3 multi-gpu bug-fix (#42630 )

2026-05-15 02:32:05 -07:00

gemma3n.py

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

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

gemma4_mm.py

[BugFix] Use served model name in gemma4 audio-tower error message (#44828 )

2026-06-08 06:58:31 +00:00

gemma4_mtp.py

[Model] Add Gemma4 Unified (encoder-free) support (#44429 )

2026-06-03 12:01:39 -07:00

gemma4_unified.py

[Bugfix] Exclude vision embedder from quantization in Gemma4 Unified (#44571 )

2026-06-04 20:47:38 -07:00

gemma4.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

gemma.py

Make Gemma and Gemma 2 accept inputs_embeds like Gemma 3 (#36787 )

2026-03-11 18:12:43 +00:00

glm4_1v.py

[MM][Perf][CG] Support ViT full CUDA graph for glm4_1v image and video inference (#40576 )

2026-06-09 11:13:56 +08:00

glm4_moe_lite_mtp.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

glm4_moe_lite.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

glm4_moe_mtp.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

glm4_moe.py

[Bugfix] Fix GLM4-MoE weight loading for NVFP4 quantized checkpoints (#41755 )

2026-05-07 05:55:52 -07:00

glm4.py

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

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

glm4v.py

[Misc] Reorganize inputs (#35182 )

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

glm_ocr_mtp.py

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

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

glm_ocr.py

[bug-fix] GLM OCR Patch Merger context_dim (#37962 )

2026-03-26 05:11:21 -07:00

glm.py

Access partial_rotary_factor from rope_parameters (#29966 )

2025-12-04 18:42:49 +00:00

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

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

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

gpt2.py

[Bugfix][Model] Fix GPT2ForSequenceClassification sub-module prefix (#43579 )

2026-05-25 22:43:19 -07:00

gpt_bigcode.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

gpt_j.py

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

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

gpt_neox.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

gpt_oss.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

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

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

granitemoe.py

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

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

granitemoehybrid.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

granitemoeshared.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

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

grok1.py

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

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

h2ovl.py

[Misc] Clean up processing logic (#37541 )

2026-03-19 13:30:20 +00:00

hunyuan_v1.py

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

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

hunyuan_vision.py

[Misc] Reorganize inputs (#35182 )

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

hy_v3_mtp.py

[Bugfix][MoE] Fix fused MoE expert mapping helper call sites (#44897 )

2026-06-08 13:35:04 -07:00

hy_v3.py

[Bugfix][MoE] Fix fused MoE expert mapping helper call sites (#44897 )

2026-06-08 13:35:04 -07:00

hyperclovax_vision_v2.py

[Misc] Reorganize inputs (#35182 )

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

hyperclovax_vision.py

[Misc] Reorganize inputs (#35182 )

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

hyperclovax.py

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

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

idefics2_vision_model.py

[CI][MM] Gate vision encoder attention mask to MiniCPM only, fixing Aria regression (#36206 )

2026-03-06 01:17:08 -08:00

idefics3.py

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

2026-05-19 10:35:54 -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

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

intern_vit.py

[Model] Add torch.compile support for InternVL vision encoder (#38049 )

2026-03-25 23:52:29 -07:00

internlm2_ve.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

internlm2.py

[Model] Use AutoWeightsLoader for InternLM2 (#38278 )

2026-05-26 03:39:26 -07:00

interns1_pro.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

interns1_vit.py

[MM] Align the prefix of MMEncoderAttention with Attention (#33750 )

2026-02-04 04:07:30 +00:00

interns1.py

[Misc] Reorganize inputs (#35182 )

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

interns2_preview.py

[Model] Support InternS2 Preview (#42705 )

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

internvl.py

[MM][Perf][CG] Support ViT full CUDA graph for InternVL (#41759 )

2026-06-04 10:24:25 +08:00

iquest_loopcoder.py

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

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

isaac.py

[Misc] Reorganize inputs (#35182 )

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

jais2.py

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

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

jamba.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

jina_vl.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

jina.py

Add Jina Embeddings v5 model support (fixes #38633 ) (#39575 )

2026-04-16 06:37:10 +00:00

kanana_v.py

[Misc] Reorganize inputs (#35182 )

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

keye_vl1_5.py

[Model] Use mm_features for Keye-VL and Keye-1.5-VL M-RoPE (#39869 )

2026-04-16 02:16:06 -07:00

keye.py

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

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

kimi_audio.py

fix: propagate revision/code_revision pins to all artifact boundaries (#42616 )

2026-05-15 02:31:54 -07:00

kimi_k25_vit.py

Fix Kimi-K2.5 FlashInfer ViT metadata (#44493 )

2026-06-04 08:14:35 +00:00

kimi_k25.py

Fix Kimi-K2.5 FlashInfer ViT metadata (#44493 )

2026-06-04 08:14:35 +00:00

kimi_linear.py

[mamba] unify KDA conv states into one cache to match 2-state SSM layout (#44539 )

2026-06-04 20:38:05 +02:00

kimi_vl.py

[Misc] Reorganize inputs (#35182 )

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

laguna.py

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

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

lfm2_moe.py

[Bugfix] Fix Llama4 weight loading (#45047 )

2026-06-10 13:40:45 -04:00

lfm2_siglip2.py

[Model] Fix missing maybe_prefix (#42280 )

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

lfm2_vl.py

[Misc] Reorganize inputs (#35182 )

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

lfm2.py

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

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

lightonocr.py

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

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

llama4_eagle.py

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

llama4.py

[Bugfix] Fix Llama4 weight loading (#45047 )

2026-06-10 13:40:45 -04:00

llama_eagle3.py

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

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

llama_eagle.py

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

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

llama.py

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

llava_next_video.py

[Misc] Reorganize inputs (#35182 )

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

llava_next.py

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

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

llava_onevision.py

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

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

llava.py

[Misc] Reorganize inputs (#35182 )

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

longcat_flash_mtp.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

longcat_flash.py

Refractor longcat loading to use AutoWeightsLoader (#41448 )

2026-05-01 09:07:23 +00:00

mamba2.py

[Model][Spec Decode] Nemotron-H MTP and Mamba Speculative Decoding Support (#33726 )

2026-02-24 09:49:56 -08:00

mamba.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

medusa.py

[LoRA][1/N]Remove LoRA extra vocab (#28382 )

2025-11-11 11:06:21 -08:00

mellum.py

[Feature] Add support for JetBrains' Mellum v2 code generation model (#43992 )

2026-06-01 10:11:35 -04:00

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

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

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

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

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

mimo_v2.py

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

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

mimo.py

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

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

minicpm3.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

minicpm_eagle.py

[Misc][Model][Refactor] Pass the prefix into Linear layers (#31669 )

2026-01-05 20:03:18 +00:00

minicpm.py

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

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

minicpmo.py

[Bugfix] Vendor MiniCPMV/MiniCPMO processors to unblock Transformers v5 (#44282 )

2026-06-02 07:14:38 -07:00

minicpmv4_6.py

[Bugfix] MiniCPM-V-4.6 video inference crash: placeholder count mismatches visual embedding count (#44509 )

2026-06-04 08:22:30 -07:00

minicpmv.py

[Bugfix][MiniCPM-o] Fix cuda/cpu device mismatch in Resampler2_5 pos_embed (#43844 )

2026-06-08 23:28:26 -07:00

minimax_m2.py

[PERF]MiniMax-M2 gate kernel (#38445 )

2026-05-29 18:28:34 -07:00

minimax_text_01.py

[Attention] Mamba attention module refactor - LINEAR (#43556 )

2026-06-04 18:45:29 +08:00

minimax_vl_01.py

[Bugfix] Fix models and tests for transformers v5 (#33977 )

2026-02-06 21:47:41 +08:00

mistral3.py

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

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

mistral_eagle.py

[Model] Fix missing maybe_prefix (#42280 )

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

mistral_large_3_eagle.py

Fix EagleMistralLarge3Model initialization (#37232 )

2026-03-16 15:41:00 -07:00

mistral_large_3.py

Add Mistral Large 3 and Ministral 3 (#29757 )

2025-12-02 10:29:00 +00:00

mistral.py

Remove unused logic in models/mistral.py (#33095 )

2026-01-26 09:01:52 -08:00

mixtral.py

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

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

mllama4.py

[Bugfix] Fix Llama4 weight loading (#45047 )

2026-06-10 13:40:45 -04:00

mlp_speculator.py

[Refactor] Remove unused dead code (#38842 )

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

modernbert.py

[ROCm][CI] Stabilize ModernBERT token-classification parity against Hugging Face (#44040 )

2026-06-09 16:52:36 +01:00

module_mapping.py

[Misc] Remove unused ModelKeys (#32608 )

2026-01-19 17:34:59 +00:00

molmo2.py

[Model] Fix missing maybe_prefix (#42280 )

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

molmo.py

[Misc] Reorganize inputs (#35182 )

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

moondream3.py

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

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

moonvit.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

mpt.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

musicflamingo.py

Update to transformers v5 (#30566 )

2026-04-15 16:29:15 -07:00

nano_nemotron_vl.py

Avoid silent weights corruption when loading Nemotron Nano VL with reusable-buffer loaders like runai distributed streaming (#42244 )

2026-05-11 12:03:14 +00:00

nemotron_h_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

nemotron_h.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

nemotron_nas.py

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

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

nemotron_parse.py

[Bugfix] Fix LM detection for Nemotron Parse (#42641 )

2026-05-14 23:42:10 +08:00

nemotron_vl.py

[Model][Bugfix] Rename weight_mapper to hf_to_vllm_mapper in LlamaNemotronVL pooling models (#43581 )

2026-05-28 03:32:22 -07:00

nemotron.py

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

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

nvlm_d.py

[Misc] Reorganize inputs (#35182 )

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

olmo2.py

Speed up docs build (#44635 )

2026-06-05 14:51:44 +00:00

olmo_hybrid.py

[Attention] Mamba attention module refactor (#41126 )

2026-05-22 17:13:12 +08:00

olmo.py

Speed up docs build (#44635 )

2026-06-05 14:51:44 +00:00

olmoe.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

opencua.py

[Refactor] Define MM data parser in processing info instead of processor itself (#33260 )

2026-01-29 13:55:17 +08:00

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

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

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

openvla.py

[Model] Openvla support (#42654 )

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

opt.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

orion.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

ouro.py

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

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

ovis2_5.py

[Model] Fix missing maybe_prefix (#42280 )

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

ovis.py

[Model] Fix missing maybe_prefix (#42280 )

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

paddleocr_vl.py

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

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

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.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671 )

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

persimmon.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

phi3.py

Convert formatting to use ruff instead of yapf + isort (#26247 )

2025-10-05 07:06:22 -07:00

phi3v.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -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

[Bugfix][CI] fix typos (#34934 )

2026-03-05 17:05:46 +00:00

phi4mm.py

[ROCm][CI] Fix ROCm multimodal Qwen2.5-VL activation compile and Phi4MM ragged image mask handling (#43647 )

2026-05-26 19:53:34 -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

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

phimoe.py

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

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

pixtral.py

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

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

plamo2.py

[Misc] Replace mamba_type string literals with MambaAttentionBackendEnum (#41188 )

2026-05-11 03:59:36 +00:00

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

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

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

qwen2_5_vl.py

Adjust design around encoder_cudagraph_forward (#42288 )

2026-05-29 03:02:52 +00:00

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.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671 )

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

qwen2_rm.py

[Chore] Update type annotation of input_ids in model forward (#33063 )

2026-01-26 06:02:10 -08:00

qwen2_vl.py

Adjust design around encoder_cudagraph_forward (#42288 )

2026-05-29 03:02:52 +00:00

qwen2.py

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

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

qwen3_5_mtp.py

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

qwen3_5.py

[Bugfix] fix qwen3.5 ep weight loading (#45002 )

2026-06-09 13:55:30 -07:00

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

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

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

qwen3_dflash.py

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

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

qwen3_moe.py

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

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

qwen3_next_mtp.py

[ROCm][Perf] Add Fused Shared Expert (FSE) support for Qwen3-Next (#39280 )

2026-05-08 15:38:00 -04:00

qwen3_next.py

[Perf] fuse qk rmsnorm rope gate for qwen3.5 (#44176 )

2026-06-09 22:12:17 +08:00

qwen3_omni_moe_thinker.py

[Bugfix][Model] Qwen3-Omni: move cu_seqlens to GPU before VIT attention (#44264 )

2026-06-08 20:02:27 -07:00

qwen3_vl_moe.py

[Bugfix] Fix weight loading issues caused by #41184 (#45054 )

2026-06-10 01:20:13 -04:00

qwen3_vl.py

[Bugfix] fix EVS for qwen3-vl (#44205 )

2026-06-04 11:06:51 +00:00

qwen3.py

[SpecDecode] Reduce TP communication for large-vocab draft models speculative decoding (#39419 )

2026-06-10 07:59:24 +00:00

radio.py

Fix Nano Nemotron VL regressions (#38655 )

2026-04-03 15:22:06 +08:00

registry.py

Deprecated 1st generation Qwen and QwenVL models (#45131 )

2026-06-10 14:55:33 +00:00

rnj1.py

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

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

roberta.py

fix: propagate revision/code_revision pins to all artifact boundaries (#42616 )

2026-05-15 02:31:54 -07:00

rvl.py

[Misc] Reorganize inputs (#35182 )

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

sarvam.py

[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184 )

2026-06-08 10:42:58 -04:00

seed_oss.py

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

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

siglip2navit.py

[Model] Fix missing maybe_prefix (#42280 )

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

siglip.py

[Model] Fix missing maybe_prefix (#42280 )

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

skyworkr1v.py

[Misc] Reorganize inputs (#35182 )

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

smolvlm.py

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

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

solar.py

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

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

stablelm.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

starcoder2.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00

step1.py

[Refactor] Consolidate SupportsEagle (#36063 )

2026-03-13 23:22:40 +00:00

step3_text.py

[Bugfix] Fix weight loading issues caused by #41184 (#45054 )

2026-06-10 01:20:13 -04:00

step3_vl.py

[MM][CG] Simplify ViT CUDA graph interfaces (#44484 )

2026-06-08 05:57:06 +00:00

step3p5_mtp.py

[Bugfix] LoRA: extend expert base_layer loading to Qwen3.5 and Step3.x (#37114 )

2026-04-21 14:17:03 +00:00

step3p5.py

[Bugfix] Fix weight loading issues caused by #41184 (#45054 )

2026-06-10 01:20:13 -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

tarsier.py

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

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

telechat2.py

Convert formatting to use ruff instead of yapf + isort (#26247 )

2025-10-05 07:06:22 -07:00

teleflm.py

[LoRA][2/2]Remove LoRA extra vocab (#28545 )

2025-11-21 09:46:43 +08:00

terratorch.py

[Misc] Reorganize inputs (#35182 )

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

ultravox.py

Fix: Propagate pinned model revisions into Ultravox secondary weight loading (#42830 )

2026-05-16 17:02:54 +00:00

utils.py

[Bugfix] Fix sequence_parallel_chunk_impl custom op aliasing its input (#44130 )

2026-06-05 23:56:36 +00:00

vision.py

[Perf] FP8 FlashInfer Attn for ViT (#38065 )

2026-04-27 13:44:15 +08:00

voxtral_realtime.py

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

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

voxtral.py

[BugFix] wire make_empty_intermediate_tensors on AyaVision and Voxtral (#43118 )

2026-05-22 05:26:41 -07:00

voyage.py

[Model] Use AutoWeightsLoader for Voyage (#42972 )

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

whisper_causal.py

[Attention][V0 Deprecation] Deprecate accept output buffer (#39125 )

2026-04-07 17:14:58 -04:00

whisper_utils.py

[Voxtral] Add new streaming arch (#32861 )

2026-01-23 12:41:52 +01:00

whisper.py

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

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

zamba2.py

[5/N][Attention] Finish eliminating vllm/attention folder (#32064 )

2026-01-27 10:02:51 -05:00