daniserebandJee Jee Li f3a5ee705f [LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models (#32265) ...

Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>

2026-01-27 07:53:26 -08:00

..

transformers

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__init__.py

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

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adapters.py

[CI][Models] Add VLM Support for Sequence Classification Conversion (#32885)

2026-01-23 16:22:51 +08:00

afmoe.py

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aimv2.py

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apertus.py

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arcee.py

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

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arctic.py

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aria.py

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

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audioflamingo3.py

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

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aya_vision.py

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

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bagel.py

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

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baichuan.py

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bailing_moe.py

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bamba.py

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bee.py

[Model][VLM] Support Bee-8B Model (#27012)

2025-10-20 02:31:26 +00:00

bert_with_rope.py

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bert.py

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blip2.py

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

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blip.py

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bloom.py

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chameleon.py

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chatglm.py

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clip.py

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cohere2_vision.py

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

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commandr.py

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config.py

[V1][Hybrid] Mamba Prefix Caching with align mode (#30877)

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dbrx.py

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deepencoder.py

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deepseek_eagle.py

[BugFix] LoRA: Support loading base_layer of experts (#31104)

2026-01-07 14:49:39 +08:00

deepseek_mtp.py

[ROCm][Bugfix] Fix ptpc scale load issue for fused shared expert path in deepseek mtp (#33018)

2026-01-26 23:19:04 +08:00

deepseek_ocr.py

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

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deepseek_v2.py

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deepseek_vl2.py

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dots1.py

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dots_ocr.py

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eagle2_5_vl.py

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

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ernie45_moe.py

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ernie45_vl_moe.py

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ernie45_vl.py

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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)

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exaone4.py

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exaone_moe_mtp.py

Add K-EXAONE-236B-A23B (#31621)

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exaone_moe.py

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

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exaone.py

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fairseq2_llama.py

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

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

falcon_h1.py

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falcon.py

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flex_olmo.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)

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fuyu.py

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

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gemma2.py

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gemma3_mm.py

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

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gemma3.py

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gemma3n_audio_utils.py

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

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

gemma3n_mm.py

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

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gemma3n.py

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gemma.py

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glm4_1v.py

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glm4_moe_lite_mtp.py

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

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glm4_moe_lite.py

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

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glm4_moe_mtp.py

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

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glm4_moe.py

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glm4.py

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glm4v.py

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glm_ocr_mtp.py

[GLM-OCR] GLM-OCR with MTP Support (#33005)

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glm_ocr.py

[GLM-OCR] GLM-OCR with MTP Support (#33005)

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glm.py

Access partial_rotary_factor from rope_parameters (#29966)

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

glmasr_utils.py

[Refactor] Clean up unused variables & func (#32692)

2026-01-23 17:04:25 -05:00

glmasr.py

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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

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granite_speech.py

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

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granite.py

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granitemoe.py

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granitemoehybrid.py

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granitemoeshared.py

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

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gritlm.py

[Model] Standardize pooling heads (#32148)

2026-01-12 17:01:49 +00:00

grok1.py

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h2ovl.py

[1/N] Reorganize multimodal processing code (#32327)

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hunyuan_v1.py

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hunyuan_vision.py

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hyperclovax_vision.py

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

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idefics2_vision_model.py

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idefics3.py

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

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interfaces_base.py

[Refactor] Separate sequence and token pooling types (#32026)

2026-01-10 04:53:24 +00:00

interfaces.py

[LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models (#32265)

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intern_vit.py

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internlm2_ve.py

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

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internlm2.py

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interns1_vit.py

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interns1.py

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

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internvl.py

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

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iquest_loopcoder.py

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isaac.py

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jais2.py

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jais.py

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jamba.py

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jina_vl.py

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

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kanana_v.py

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

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keye_vl1_5.py

[Misc] Various cleanups for MM input processing (#29970)

2025-12-04 06:22:20 +00:00

keye.py

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

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kimi_k25_vit.py

[Models] Kimi-K2.5 (#33131)

2026-01-27 14:50:31 +08:00

kimi_k25.py

[Models] Kimi-K2.5 (#33131)

2026-01-27 14:50:31 +08:00

kimi_linear.py

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

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kimi_vl.py

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

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lfm2_moe.py

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lfm2_siglip2.py

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lfm2_vl.py

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

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lfm2.py

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lightonocr.py

[Models]: Make Multimodal config implicit in ViT implementation (#31972)

2026-01-24 20:34:26 +08:00

llama4_eagle.py

[Bugfix][llama4_eagle] Fix missing 'lm_head' attribute (#29926)

2025-12-05 19:57:26 +00:00

llama4.py

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llama_eagle3.py

Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141)

2026-01-22 13:29:57 -07:00

llama_eagle.py

Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141)

2026-01-22 13:29:57 -07:00

llama.py

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llava_next_video.py

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

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llava_next.py

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

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llava_onevision.py

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

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llava.py

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

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longcat_flash_mtp.py

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

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longcat_flash.py

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

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mamba2.py

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

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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

midashenglm.py

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

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

mimo_mtp.py

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

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mimo_v2_flash.py

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mimo.py

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

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minicpm3.py

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minicpm_eagle.py

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

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

minicpm.py

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minicpmo.py

[4/N] Initialize MM components in context managers (M-P) (#32663)

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minicpmv.py

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

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minimax_m2.py

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minimax_text_01.py

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minimax_vl_01.py

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

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mistral3.py

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

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

mistral_large_3_eagle.py

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

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

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

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mllama4.py

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mlp_speculator.py

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

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

modernbert.py

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

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module_mapping.py

[Misc] Remove unused ModelKeys (#32608)

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

molmo2.py

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molmo.py

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moonvit.py

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mpt.py

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nano_nemotron_vl.py

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

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nemotron_h.py

[LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models (#32265)

2026-01-27 07:53:26 -08:00

nemotron_nas.py

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

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nemotron_parse.py

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

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nemotron_vl.py

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

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nemotron.py

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nvlm_d.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)

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olmo2.py

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olmo.py

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olmoe.py

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opencua.py

[Models]: Make Multimodal config implicit in ViT implementation (#31972)

2026-01-24 20:34:26 +08:00

openpangu_mtp.py

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

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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

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

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ovis.py

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

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paddleocr_vl.py

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paligemma.py

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

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

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

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

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

phi4mm_audio.py

[Refactor] Clean up unused variables & func (#32692)

2026-01-23 17:04:25 -05:00

phi4mm_utils.py

[Chore] Replace swish with silu (#32459)

2026-01-16 08:22:45 +00:00

phi4mm.py

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

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

phi.py

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

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

phimoe.py

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

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

pixtral.py

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

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

plamo2.py

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

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

plamo3.py

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

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

qwen2_5_omni_thinker.py

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

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

qwen2_5_vl.py

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

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

qwen2_audio.py

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

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

qwen2_moe.py

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

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

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

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

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

qwen2.py

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

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

qwen3_moe.py

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

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

qwen3_next_mtp.py

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

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

qwen3_next.py

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

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

qwen3_omni_moe_thinker.py

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

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

qwen3_vl_moe.py

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

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

qwen3_vl.py

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

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

qwen3.py

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

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

qwen_vl.py

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

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

qwen.py

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

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

radio.py

[5/N] Initialize MM components in context managers (Q-Z) (#32695)

2026-01-20 19:10:23 +00:00

registry.py

[Models] Kimi-K2.5 (#33131)

2026-01-27 14:50:31 +08:00

roberta.py

Support bge-m3 sparse embeddings and colbert embeddings (#14526)

2026-01-22 23:52:57 +08:00

rvl.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)

2025-10-12 09:51:31 -07:00

seed_oss.py

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

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

siglip2navit.py

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

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

siglip.py

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

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

skyworkr1v.py

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

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

smolvlm.py

Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)

2025-10-12 09:51:31 -07:00

solar.py

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

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

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

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

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

step3_text.py

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

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

step3_vl.py

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

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

step_vl.py

[Model] Use context managers for encoder- and LM-only mode (#32605)

2026-01-20 11:43:38 +08:00

swin.py

Remove head_mask from Ultravox and Swin (#30764)

2025-12-16 08:02:41 -08:00

tarsier.py

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

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

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

[Refactor] Use data parser for matching data items to multi-modal UUIDs (#32955)

2026-01-26 15:00:28 +08:00

ultravox.py

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

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

utils.py

[Model] Extend collect_children and no_init_weights contexts (#32757)

2026-01-22 08:20:27 +00:00

vision.py

[CI] Fix MHA attention test failure (AttributeError when model_config is None in ViT attention backend) (#33033)

2026-01-25 19:49:53 -08:00

voxtral_streaming.py

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

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

voxtral.py

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

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

whisper_causal.py

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

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

whisper_utils.py

[Voxtral] Add new streaming arch (#32861)

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

whisper.py

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

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

zamba2.py

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

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