vLLM/vllm/model_executor/models at c08f3b2a62fd8ddcb644ae91697a7981f2db4097 - vLLM

transformers

[PluggableLayer][3/N] Apply PluggableLayer to moe-related layers. (#33556 )

2026-04-14 09:55:00 -04:00

__init__.py

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adapters.py

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

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

afmoe.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

aimv2.py

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apertus.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

arcee.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

arctic.py

Refactor Arctic loading to use AutoWeightsLoader (#38955 )

2026-04-04 05:01:09 +00:00

aria.py

[Misc] Reorganize inputs (#35182 )

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

audioflamingo3.py

[Misc] Reorganize inputs (#35182 )

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

AXK1.py

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aya_vision.py

[Misc] Reorganize inputs (#35182 )

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

bagel.py

[Misc] Reorganize inputs (#35182 )

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

baichuan.py

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bailing_moe_linear.py

[V0 Deprecation] Refactor kv cache from list to element (#37487 )

2026-03-23 20:10:11 -07:00

bailing_moe.py

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bamba.py

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bee.py

[Misc] Reorganize inputs (#35182 )

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

bert_with_rope.py

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bert.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

blip2.py

[Misc] Reorganize inputs (#35182 )

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

blip.py

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bloom.py

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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] Reorganize inputs (#35182 )

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

cohere2_vision.py

[Misc] Reorganize inputs (#35182 )

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

cohere_asr.py

[ASR] Fix spacing bw chunks in multi chunk audio transcription (#39116 )

2026-04-09 12:46:33 -07:00

colbert.py

[Model] Add LFM2-ColBERT-350M support (#37528 )

2026-03-20 14:57:57 +00:00

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

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config.py

[Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604 )

2026-04-13 12:53:58 -04:00

conformer_encoder.py

[model] support FireRedLID (#39290 )

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

dbrx.py

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deepencoder2.py

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

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

deepencoder.py

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deepseek_eagle3.py

Kimi k2.5 MLA based eagle3 (#36361 )

2026-03-11 11:36:11 -04:00

deepseek_eagle.py

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deepseek_mtp.py

[Bugfix] Fix DSV32 weight loading (#38870 )

2026-04-03 19:57:52 -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

[Perf][Kernel] Persistent TopK scheduler: unified CUDAGraph-safe kernel with dynamic per-row dispatch - DeepSeek-V3.2 DSA decode (#37421 )

2026-04-08 13:35:57 -04:00

deepseek_vl2.py

[Misc] Reorganize inputs (#35182 )

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

dots1.py

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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

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ernie45_vl_moe.py

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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

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ernie_mtp.py

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ernie.py

[Model] Add support for BERT-like Chinese ERNIE pooling models (#36385 )

2026-03-13 03:23:53 +00:00

exaone4_5_mtp.py

[Bugfix] add SupportsMultiModal to Exaone4_5_MTP (#39526 )

2026-04-10 22:57:26 -07:00

exaone4_5.py

Add EXAONE-4.5 (#39388 )

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

exaone4.py

Add EXAONE-4.5 (#39388 )

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

exaone_moe_mtp.py

Add EXAONE-4.5 (#39388 )

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

exaone_moe.py

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exaone.py

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extract_hidden_states.py

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

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

fairseq2_llama.py

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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

[model] support FireRedLID (#39290 )

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

fireredlid.py

[model] support FireRedLID (#39290 )

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

flex_olmo.py

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

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

funasr.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -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

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

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

gemma3_mm.py

[Misc] Reorganize inputs (#35182 )

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

gemma3.py

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gemma3n_audio_utils.py

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gemma3n_mm.py

[Misc] Reorganize inputs (#35182 )

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

gemma3n.py

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gemma4_mm.py

Add Gemma4 Eagle3 support (#39450 )

2026-04-10 12:35:35 -07:00

gemma4.py

[Gemma4][Bugfix]: Enable Gemma4ForCasualLM to load lora adapters correctly (#38844 )

2026-04-11 09:06:49 +00:00

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

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

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

glm4_moe_lite_mtp.py

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glm4_moe_lite.py

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glm4_moe_mtp.py

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glm4_moe.py

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glm4.py

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glm4v.py

[Misc] Reorganize inputs (#35182 )

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

glm_ocr_mtp.py

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glm_ocr.py

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

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

glm.py

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glmasr_utils.py

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glmasr.py

[Misc] Reorganize inputs (#35182 )

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

gpt2.py

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gpt_bigcode.py

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gpt_j.py

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gpt_neox.py

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gpt_oss.py

[Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604 )

2026-04-13 12:53:58 -04:00

granite_speech.py

[Misc] Reorganize inputs (#35182 )

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

granite.py

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granitemoe.py

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granitemoehybrid.py

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granitemoeshared.py

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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

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h2ovl.py

[Misc] Clean up processing logic (#37541 )

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

hunyuan_v1.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

hunyuan_vision.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -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

[Model] Add HyperCLOVAX-SEED-Think-14B language model support (#37107 )

2026-03-16 06:40:05 +00:00

idefics2_vision_model.py

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idefics3.py

[Misc] Reorganize inputs (#35182 )

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

interfaces_base.py

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

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

interfaces.py

[MM][Perf][CG] Support ViT full CUDA graph for Qwen3-VL video inference (#38061 )

2026-04-14 16:49:32 +08:00

intern_vit.py

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

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

internlm2_ve.py

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internlm2.py

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interns1_pro.py

[Model] Remove unnecessary get_language_model (#37545 )

2026-03-19 20:00:36 +08:00

interns1_vit.py

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interns1.py

[Misc] Reorganize inputs (#35182 )

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

internvl.py

[Misc] Reorganize inputs (#35182 )

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

iquest_loopcoder.py

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isaac.py

[Misc] Reorganize inputs (#35182 )

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

jais2.py

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jais.py

[Model] Add AutoWeightsLoader support for jais (#38074 )

2026-03-25 12:38:40 +00:00

jamba.py

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jina_vl.py

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jina.py

[New Model]: jinaai/jina-reranker-v3 (#38800 )

2026-04-10 15:20:40 +00:00

kanana_v.py

[Misc] Reorganize inputs (#35182 )

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

keye_vl1_5.py

[Model] Use helper function to run MM processors with token inputs (where applicable) (#38018 )

2026-03-26 16:44:04 +08:00

keye.py

[Model] Use helper function to run MM processors with token inputs (where applicable) (#38018 )

2026-03-26 16:44:04 +08:00

kimi_audio.py

[Misc] Reorganize inputs (#35182 )

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

kimi_k25_vit.py

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kimi_k25.py

fix(kimi_k25): resolve media_placeholder_token_id from tokenizer (#39344 )

2026-04-11 21:10:24 -07:00

kimi_linear.py

standardize load_weights using AutoWeightsLoader for kimi_linear and minimax_text_01 (#37371 )

2026-03-18 15:05:37 +00:00

kimi_vl.py

[Misc] Reorganize inputs (#35182 )

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

lfm2_moe.py

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

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

lfm2_siglip2.py

[torch.compile][BE][Multimodal] Remove requirement to set_model_tag to avoid cache conflict (#37345 )

2026-03-19 17:26:12 +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

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llama4.py

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llama_eagle3.py

[Bugfix] Pass drafter quant_config to ParallelLMHead in Eagle3 (#37280 )

2026-03-25 11:42:58 +00:00

llama_eagle.py

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llama.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

llava_next_video.py

[Misc] Reorganize inputs (#35182 )

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

llava_next.py

Increase Flexibility for OOV Multimodal Token Handling (#34858 )

2026-03-08 20:30:49 -07:00

llava_onevision.py

[Misc] Reorganize inputs (#35182 )

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

llava.py

[Misc] Reorganize inputs (#35182 )

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

longcat_flash_mtp.py

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longcat_flash.py

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mamba2.py

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mamba.py

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medusa.py

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midashenglm.py

[Misc] Reorganize inputs (#35182 )

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

mimo_mtp.py

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mimo_v2_flash.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

mimo.py

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minicpm3.py

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minicpm_eagle.py

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minicpm.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

minicpmo.py

[Misc] Reorganize inputs (#35182 )

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

minicpmv.py

[Misc] Reorganize inputs (#35182 )

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

minimax_m2.py

[Kernel] Porting the TRTLLM minimax_allreduce_rms kernels (#37045 )

2026-04-11 00:20:20 +08:00

minimax_text_01.py

standardize load_weights using AutoWeightsLoader for kimi_linear and minimax_text_01 (#37371 )

2026-03-18 15:05:37 +00:00

minimax_vl_01.py

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mistral3.py

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

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

mistral_large_3_eagle.py

Fix EagleMistralLarge3Model initialization (#37232 )

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

mistral_large_3.py

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mistral.py

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mixtral.py

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mllama4.py

[Misc] Reorganize inputs (#35182 )

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

mlp_speculator.py

[Refactor] Remove unused dead code (#38842 )

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

modernbert.py

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module_mapping.py

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molmo2.py

[Misc] Reorganize inputs (#35182 )

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

molmo.py

[Misc] Reorganize inputs (#35182 )

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

moonvit.py

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mpt.py

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musicflamingo.py

Fix AudioFlamingo3/MusicFlamingo HF parity and RoTE handling (#37643 )

2026-03-23 10:29:07 +08:00

nano_nemotron_vl.py

Nemotron Nano VL: Streamline pixel shuffle (#37580 )

2026-04-10 07:31:19 +00:00

nemotron_h_mtp.py

Enable NemotronHPuzzle + NemotronHMTP (#37803 )

2026-03-22 15:13:58 +00:00

nemotron_h.py

[MoE Refactor] Split of DefaultMoERunner class (#35326 )

2026-04-06 12:41:59 -04:00

nemotron_nas.py

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nemotron_parse.py

[Misc] Reorganize inputs (#35182 )

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

nemotron_vl.py

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

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

nemotron.py

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

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

nvlm_d.py

[Misc] Reorganize inputs (#35182 )

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

olmo2.py

Various Transformers v5 fixes (#38127 )

2026-03-26 00:10:08 +00:00

olmo_hybrid.py

[Kernel] Mamba support different layout for Conv state (#37416 )

2026-04-03 01:50:09 +02:00

olmo.py

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olmoe.py

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opencua.py

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openpangu_mtp.py

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openpangu_vl.py

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openpangu.py

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opt.py

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orion.py

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ouro.py

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ovis2_5.py

[Misc] Reorganize inputs (#35182 )

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

ovis.py

[Misc] Reorganize inputs (#35182 )

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

paddleocr_vl.py

[Fix] handle PaddleOCR-VL image processor max_pixels across Transformers v4/v5 (#38629 )

2026-03-31 15:50:41 +00:00

paligemma.py

[Misc] Reorganize inputs (#35182 )

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

parakeet.py

ParakeetExtractor performance and UX enhancements (#39423 )

2026-04-13 21:37:35 +00:00

param2moe.py

[Bugfix] Fix mismatch between global and local attention heads in tensor-parallel mode for param2moe model (#39707 )

2026-04-14 20:13:36 +08:00

persimmon.py

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phi3.py

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phi3v.py

[Misc] Reorganize inputs (#35182 )

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

phi4mm_audio.py

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phi4mm_utils.py

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phi4mm.py

[Misc] Reorganize inputs (#35182 )

2026-03-25 10:22:54 -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

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phimoe.py

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pixtral.py

[Bugfix][Model] Fix PixtralForConditionalGeneration LoRA (#36963 )

2026-03-29 23:59:42 -07:00

plamo2.py

[Kernel] Mamba support different layout for Conv state (#37416 )

2026-04-03 01:50:09 +02:00

plamo3.py

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

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

qwen2_5_omni_thinker.py

[Core] Simplify multimodal masking (#34246 )

2026-04-01 01:18:22 -07:00

qwen2_5_vl.py

[Model] Use helper function to run MM processors with token inputs (where applicable) (#38018 )

2026-03-26 16:44:04 +08:00

qwen2_audio.py

[Misc] Reorganize inputs (#35182 )

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

qwen2_moe.py

[Bugfix]Fix EP precision for Qwen3.5, Qwen3-Next (#39181 )

2026-04-09 01:47:48 +04:00

qwen2_rm.py

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qwen2_vl.py

[Misc] Reorganize inputs (#35182 )

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

qwen2.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

qwen3_5_mtp.py

[Bugfix] Fix NVFP4+MTP crash: force unquantized mtp.fc for Qwen3.5 (#38832 )

2026-04-03 04:45:57 +04:00

qwen3_5.py

[Bugfix][LoRA] Fix missing in_proj_z in Qwen3_5ForConditionalGenerati… (#38927 )

2026-04-03 23:30:09 +00:00

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

[Model] Implement LoRA support for Qwen3ASRForConditionalGeneration (#37247 )

2026-04-10 18:34:31 +04:00

qwen3_dflash.py

[Feat][Spec Decode] DFlash (#36847 )

2026-03-30 15:03:15 -04:00

qwen3_moe.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

qwen3_next_mtp.py

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

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

qwen3_next.py

[Bugfix]Fix EP precision for Qwen3.5, Qwen3-Next (#39181 )

2026-04-09 01:47:48 +04:00

qwen3_omni_moe_thinker.py

[Model] Implement LoRA support for Qwen3ASRForConditionalGeneration (#37247 )

2026-04-10 18:34:31 +04:00

qwen3_vl_moe.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

qwen3_vl.py

[MM][Perf][CG] Support ViT full CUDA graph for Qwen3-VL video inference (#38061 )

2026-04-14 16:49:32 +08:00

qwen3.py

[Feat][Spec Decode] DFlash (#36847 )

2026-03-30 15:03:15 -04:00

qwen_vl.py

[Misc] Reorganize inputs (#35182 )

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

qwen.py

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radio.py

Fix Nano Nemotron VL regressions (#38655 )

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

registry.py

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

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

roberta.py

[Bugfix] Fix RoBERTa position_ids accumulation on CUDA graph padding (#37884 )

2026-03-23 15:15:12 +00:00

rvl.py

[Misc] Reorganize inputs (#35182 )

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

sarvam.py

Adding support to Sarvam's MoE models (#33942 )

2026-03-08 01:16:24 +08:00

seed_oss.py

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siglip2navit.py

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siglip.py

[Misc] Reorganize inputs (#35182 )

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

skyworkr1v.py

[Misc] Reorganize inputs (#35182 )

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

smolvlm.py

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solar.py

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stablelm.py

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starcoder2.py

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step1.py

[Refactor] Consolidate SupportsEagle (#36063 )

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

step3_text.py

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step3_vl.py

[Misc] Reorganize inputs (#35182 )

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

step3p5_mtp.py

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step3p5.py

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step_vl.py

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tarsier.py

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

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

telechat2.py

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teleflm.py

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terratorch.py

[Misc] Reorganize inputs (#35182 )

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

ultravox.py

[Misc] Reorganize inputs (#35182 )

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

utils.py

feat(models): implement Google Gemma 4 architecture support (MoE, Multimodal, Reasoning, Tool-Use) (#38826 )

2026-04-02 11:13:28 -07:00

vision.py

[BE] Rename should_torch_compile_mm_vit to should_torch_compile_mm_encoder (#36281 )

2026-03-09 18:22:05 +00:00

voxtral_realtime.py

[Misc] Reorganize inputs (#35182 )

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

voxtral.py

[Transformers v5] fix missing pixtral/voxtral multimodal dispatch (#38410 )

2026-03-29 09:59:06 +00:00

voyage.py

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whisper_causal.py

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

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

whisper_utils.py

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whisper.py

[Misc] Reorganize inputs (#35182 )

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

zamba2.py

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