vllm/vllm/model_executor/models at caeb887bf6332b74b229e90804fc6ab4f1361eda - vllm

transformers

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

__init__.py

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adapters.py

[Bugfix] Fix Qwen3-VL-Reranker load. (#33298 )

2026-01-29 08:42:53 +00:00

afmoe.py

[Bugfix] Define router_logits_dtype for remaining MoE models (#33737 )

2026-02-04 13:24:14 +08:00

aimv2.py

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

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

apertus.py

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arcee.py

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arctic.py

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aria.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

audioflamingo3.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

aya_vision.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

bagel.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

baichuan.py

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bailing_moe.py

[Bugfix] Define router_logits_dtype for remaining MoE models (#33737 )

2026-02-04 13:24:14 +08:00

bamba.py

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bee.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

bert_with_rope.py

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bert.py

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blip2.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

blip.py

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

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

bloom.py

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chameleon.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

chatglm.py

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clip.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

cohere2_vision.py

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

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

colbert.py

Extend ColBERT support to non-standard BERT backbones (#34170 )

2026-02-13 09:53:09 +00:00

colqwen3.py

[new model] add COLQwen3 code & Inference (#34398 )

2026-02-14 12:15:19 +08:00

commandr.py

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config.py

[torch.compile] Disable ar-rms fusion for ds3-fp4 & DP, fix CI test (#34392 )

2026-02-15 06:33:57 -08:00

dbrx.py

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deepencoder2.py

[Models] Consolidate Deepseek-OCR2 processor (#33909 )

2026-02-05 18:29:20 +00:00

deepencoder.py

[Model] Support DeepSeek-OCR-2 (#33165 )

2026-02-02 06:24:10 +00:00

deepseek_eagle.py

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deepseek_mtp.py

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deepseek_ocr2.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

deepseek_ocr.py

Fix DeepSeek-OCR tensor validation for all size variants (#34085 )

2026-02-11 22:50:23 -08:00

deepseek_v2.py

[Model Bash] DeepSeek R1 BF16 Min Latency QKV A GEMM (0.5% E2E Speedup) (#34758 )

2026-02-18 07:42:36 -08:00

deepseek_vl2.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

dots1.py

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dots_ocr.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

eagle2_5_vl.py

[Model] Apply #32631 for recent models (#33785 )

2026-02-04 12:23:01 +00:00

ernie45_moe.py

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ernie45_vl_moe.py

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ernie45_vl.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

ernie45.py

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ernie_mtp.py

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exaone4.py

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exaone_moe_mtp.py

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exaone_moe.py

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exaone.py

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fairseq2_llama.py

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falcon_h1.py

Fix quantized Falcon-H1 model loading issues (#32728 )

2026-02-02 22:31:27 -08:00

falcon.py

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flex_olmo.py

[Bugfix] Define router_logits_dtype for remaining MoE models (#33737 )

2026-02-04 13:24:14 +08:00

funasr.py

[Renderer] Move InputPreprocessor into Renderer (2/2) (#34560 )

2026-02-17 05:29:01 -08:00

funaudiochat.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

fuyu.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

gemma2.py

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gemma3_mm.py

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

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

gemma3.py

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gemma3n_audio_utils.py

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gemma3n_mm.py

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

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

gemma3n.py

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gemma.py

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glm4_1v.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

glm4_moe_lite_mtp.py

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glm4_moe_lite.py

Update get_expert_mapping to include self parameter (#33525 )

2026-02-02 20:29:07 +08:00

glm4_moe_mtp.py

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glm4_moe.py

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glm4.py

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glm4v.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

glm_ocr_mtp.py

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glm_ocr.py

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

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

glm.py

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glmasr_utils.py

[Bugfix] Fix more multimodal tests for transformers V5 (#34334 )

2026-02-11 22:02:05 +01:00

glmasr.py

[Bugfix] Fix more multimodal tests for transformers V5 (#34334 )

2026-02-11 22:02:05 +01:00

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

[GPT-OSS] Remove unnecessary contiguous (#34337 )

2026-02-11 15:29:29 -05:00

granite_speech.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

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

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grok1.py

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h2ovl.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

hunyuan_v1.py

feature: support eagle3 for HunyuanVL & Hunyuan (#33035 )

2026-01-27 17:55:48 +00:00

hunyuan_vision.py

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

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

hyperclovax_vision.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

idefics2_vision_model.py

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

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

idefics3.py

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

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

interfaces_base.py

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interfaces.py

feat: Add ColBERT late interaction model support (#33686 )

2026-02-05 08:05:13 +08:00

intern_vit.py

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

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

internlm2_ve.py

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internlm2.py

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interns1_pro.py

[CI/Build] Enable tests for recent day-0 new models (#34585 )

2026-02-15 18:17:04 -08:00

interns1_vit.py

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

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

interns1.py

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

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

internvl.py

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

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

iquest_loopcoder.py

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isaac.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

jais2.py

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jais.py

Make JAIS compatible with Transformers v5 (#34264 )

2026-02-11 12:30:37 +00:00

jamba.py

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jina_vl.py

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kanana_v.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

keye_vl1_5.py

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

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

keye.py

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

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

kimi_k25_vit.py

[Bugfix] Add quant_config in ViT of Kimi-K2.5 (#34501 )

2026-02-13 16:05:34 +00:00

kimi_k25.py

[Bugfix] Add quant_config in ViT of Kimi-K2.5 (#34501 )

2026-02-13 16:05:34 +00:00

kimi_linear.py

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kimi_vl.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

lfm2_moe.py

fix: allow LFM2 MoE prefix caching (align) (#33376 )

2026-01-30 08:23:14 +00:00

lfm2_siglip2.py

[Models]: lfm2_siglip2 return intermediate encoder layers (#33370 )

2026-02-01 06:17:49 +00:00

lfm2_vl.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

lfm2.py

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lightonocr.py

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llama4_eagle.py

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llama4.py

[Bugfix] Enable attn quantization of Llama-4 by correctly permuting scales for rope (int8, fp8) (#34243 )

2026-02-11 13:24:22 -05:00

llama_eagle3.py

[Spec Decode] Unified Parallel Drafting (#32887 )

2026-02-05 12:37:18 -05:00

llama_eagle.py

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llama.py

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llava_next_video.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

llava_next.py

[Docs] Reduce time spent generating API docs (#34255 )

2026-02-11 02:56:02 -08:00

llava_onevision.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

llava.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

longcat_flash_mtp.py

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longcat_flash.py

[Bugfix] Define router_logits_dtype for remaining MoE models (#33737 )

2026-02-04 13:24:14 +08:00

mamba2.py

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mamba.py

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medusa.py

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midashenglm.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

mimo_mtp.py

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mimo_v2_flash.py

[Bugfix] Define router_logits_dtype for remaining MoE models (#33737 )

2026-02-04 13:24:14 +08:00

mimo.py

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minicpm3.py

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minicpm_eagle.py

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minicpm.py

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minicpmo.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

minicpmv.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

minimax_m2.py

[Bugfix] Disable TRTLLM FP8 MoE if router_logits_dtype==float32 and routing_method!=DeepSeekV3 (#33613 )

2026-02-03 13:26:51 -08:00

minimax_text_01.py

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minimax_vl_01.py

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

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

mistral3.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

mistral_large_3_eagle.py

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mistral_large_3.py

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mistral.py

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mixtral.py

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mllama4.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

mlp_speculator.py

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modernbert.py

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module_mapping.py

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molmo2.py

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

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

molmo.py

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

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

moonvit.py

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mpt.py

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musicflamingo.py

[Model][Multimodal] Add explicit MusicFlamingo adapter (#32696 )

2026-01-30 11:01:29 +08:00

nano_nemotron_vl.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

nemotron_h.py

[NemotronH] Do not force router to run in fp32 (#34582 )

2026-02-16 10:15:32 -08:00

nemotron_nas.py

Fix accessing hidden_act from model config (#32686 )

2026-02-02 11:11:33 +00:00

nemotron_parse.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

nemotron_vl.py

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nemotron.py

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nvlm_d.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

olmo2.py

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olmo.py

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olmoe.py

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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

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openpangu_vl.py

[Model] Apply #32631 for recent models (#33785 )

2026-02-04 12:23:01 +00:00

openpangu.py

[model] Add support for openPangu7B-VL (#32449 )

2026-01-30 15:54:27 +08:00

opt.py

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orion.py

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ouro.py

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ovis2_5.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

ovis.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

paddleocr_vl.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

paligemma.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

persimmon.py

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phi3.py

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phi3v.py

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

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

phi4mm_audio.py

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phi4mm_utils.py

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phi4mm.py

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

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

phi.py

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phimoe.py

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pixtral.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

plamo2.py

[PluggableLayer][3/N] Apply PluggableLayer to mamba layers. (#33660 )

2026-02-07 05:26:05 -08:00

plamo3.py

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qwen2_5_omni_thinker.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

qwen2_5_vl.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

qwen2_audio.py

[Renderer] Move InputPreprocessor into Renderer (2/2) (#34560 )

2026-02-17 05:29:01 -08:00

qwen2_moe.py

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qwen2_rm.py

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qwen2_vl.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

qwen2.py

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qwen3_5_mtp.py

[Misc] Port Qwen3.5 Configs (#34512 )

2026-02-13 05:24:25 -08:00

qwen3_5.py

[Bugfix] Fix prefix creation for Qwen3.5 (#34723 )

2026-02-17 23:39:15 -08:00

qwen3_asr.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

qwen3_moe.py

[Bugfix][Model] Support LoRA on Qwen3 Output Embedding (#29816 )

2026-02-06 20:25:31 +08:00

qwen3_next_mtp.py

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qwen3_next.py

Revert "[Models] Fuse Qwen3.5 GDN's qkvz_proj and ba_proj" (#34683 )

2026-02-17 01:29:27 -08:00

qwen3_omni_moe_thinker.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

qwen3_vl_moe.py

Make Qwen3VL compatible with Transformers v5 (#34262 )

2026-02-11 04:13:23 -08:00

qwen3_vl.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

qwen3.py

[Bugfix][Model] Support LoRA on Qwen3 Output Embedding (#29816 )

2026-02-06 20:25:31 +08:00

qwen_vl.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

qwen.py

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radio.py

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registry.py

[new model] add COLQwen3 code & Inference (#34398 )

2026-02-14 12:15:19 +08:00

roberta.py

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rvl.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

seed_oss.py

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siglip2navit.py

[New Model] support new model ovis2.6 (#34426 )

2026-02-13 00:12:45 -08:00

siglip.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

skyworkr1v.py

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

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

smolvlm.py

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

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

solar.py

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stablelm.py

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starcoder2.py

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step1.py

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step3_text.py

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step3_vl.py

[Multimodal] Expose mm_processor_kwargs for DummyInputsBuilder (#34330 )

2026-02-11 09:37:40 -08:00

step3p5_mtp.py

[Models] Step-3.5-Flash (#33523 )

2026-02-02 10:21:18 +08:00

step3p5.py

[Model] Enable Step3p5ForCausalLM testing (#33755 )

2026-02-07 05:25:24 -08:00

step_vl.py

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

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

swin.py

…

tarsier.py

…

telechat2.py

…

teleflm.py

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terratorch.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

ultravox.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

utils.py

[Feature][Perf] Support Selective CPU Weight Offloading (#34535 )

2026-02-13 20:02:24 -08:00

vision.py

[MM Encoder] Add Triton ViT attention backend (#32183 )

2026-02-15 06:32:47 -08:00

voxtral_realtime.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

voxtral.py

[Renderer] Move MM Hash parsing into Renderer (#34711 )

2026-02-17 19:18:55 -08:00

voyage.py

Fix main pre-commit (#33975 )

2026-02-06 00:08:05 -08:00

whisper_causal.py

[CI] Heavy refactoring of Voxtral multimodal audio model tests (#34294 )

2026-02-13 20:04:29 -08:00

whisper_utils.py

…

whisper.py

[Renderer] Move InputPreprocessor into Renderer (1/2) (#34510 )

2026-02-14 10:14:21 -08:00

zamba2.py

…