vllm/vllm/model_executor/models at ff0e59d83a287c3d749b02e8b6a43f31bc856753 - vllm

__init__.py

[Core] Move multimodal placeholder from chat utils to model definition (#20355 )

2025-07-03 08:18:30 +00:00

adapters.py

[Bugfix] Use ReplicatedLinear for SequenceClassification head (#23836 )

2025-08-29 04:41:20 +00:00

aimv2.py

[Misc] Use config definitions from Transformers library (#21913 )

2025-08-08 23:10:51 -07:00

apertus.py

[MODEL] Apertus and XIELU (#23068 )

2025-08-29 20:29:18 +08:00

arcee.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

arctic.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

aria.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

aya_vision.py

[Bugfix] Ensure correctness of Cohere2Vision processing (#23245 )

2025-08-20 11:09:18 +00:00

baichuan.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

bailing_moe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

bamba.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

bart.py

[New Model]mBART model (#22883 )

2025-08-16 12:16:58 +00:00

bert_with_rope.py

[New Model]: Support GteNewModelForSequenceClassification (#23524 )

2025-08-28 15:36:42 +08:00

bert.py

[V0 Deprecation] Remove pooling model support in V0 (#23434 )

2025-08-29 00:04:02 -07:00

blip2.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

blip.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

bloom.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

chameleon.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

chatglm.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

clip.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

cohere2_vision.py

[CI/Build] Split out mm processor tests (#23260 )

2025-08-20 20:05:20 -07:00

commandr.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

config.py

[New Model]: Support GteNewModelForSequenceClassification (#23524 )

2025-08-28 15:36:42 +08:00

constant_size_cache.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

dbrx.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

deepseek_eagle.py

[Model] Support deepseek with eagle (#21086 )

2025-08-20 19:01:31 +08:00

deepseek_mtp.py

[Bugfix] Fix DeepSeek MTP (#22934 )

2025-08-16 01:25:06 +00:00

deepseek_v2.py

Add LoRA support for DeepSeek models (V2, V3, R1-0528) (#23971 )

2025-08-30 06:40:02 -07:00

deepseek_vl2.py

[Feature] models: pass layer prefix to replace_linear_class for per-layer quantization routing. Addresses #23239 (#23556 )

2025-08-27 20:12:44 -07:00

deepseek.py

Add LoRA support for DeepSeek models (V2, V3, R1-0528) (#23971 )

2025-08-30 06:40:02 -07:00

donut.py

Migrate DonutImagePixelInputs to TensorSchema (#23509 )

2025-08-25 05:02:15 +00:00

dots1.py

Add routed_scaling_factor to MoE grouped topk (#23123 )

2025-08-29 21:36:48 -07:00

ernie45_moe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

ernie45_vl_moe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

ernie45_vl.py

[Model] Add Ernie4.5 VL Model Support (#22514 )

2025-08-26 21:02:55 -07:00

ernie45.py

[Ernie 4.5] Name Change for Base 0.3B Model (#21735 )

2025-07-28 12:22:32 +00:00

ernie_mtp.py

[Model][V1] Support Ernie MTP (#22169 )

2025-08-20 20:41:55 +08:00

exaone4.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

exaone.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

fairseq2_llama.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

falcon_h1.py

[V1] [Hybrid] Support using float32 for state in Hybrid Models (Mamba2, Mamba1, Minimax) (#22928 )

2025-08-15 12:57:06 +00:00

falcon.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

florence2.py

[Bugfix] Fix broken Florence-2 model (#23426 )

2025-08-22 17:50:52 +00:00

fuyu.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

gemma2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gemma3_mm.py

[Refactor] Pass tokenizer explicitly instead of binding to prompt update (#23542 )

2025-08-25 06:31:57 -07:00

gemma3.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gemma3n_mm.py

Revert gemma3n fast prefill changes (#23897 )

2025-08-29 12:16:57 -07:00

gemma3n.py

Revert gemma3n fast prefill changes (#23897 )

2025-08-29 12:16:57 -07:00

gemma.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

glm4_1v.py

[BugFix] Fix the issue where image embeddings were incorrectly split.… (#23366 )

2025-08-22 16:56:46 +00:00

glm4_moe_mtp.py

[Bugfix] Fix DeepSeek MTP (#22934 )

2025-08-16 01:25:06 +00:00

glm4_moe.py

Add routed_scaling_factor to MoE grouped topk (#23123 )

2025-08-29 21:36:48 -07:00

glm4.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

glm4v.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

glm.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

gpt2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gpt_bigcode.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gpt_j.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gpt_neox.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gpt_oss.py

[Model] [gpt-oss] fix gpt-oss pp support (#23815 )

2025-08-28 05:36:55 -07:00

granite_speech.py

[CI/Build] Improve Tensor Schema tests speed by avoid engine core initialization (#23357 )

2025-08-31 22:52:20 -07:00

granite.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

granitemoe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

granitemoehybrid.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

granitemoeshared.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

gritlm.py

[V0 Deprecation] Remove pooling model support in V0 (#23434 )

2025-08-29 00:04:02 -07:00

grok1.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

h2ovl.py

[Multimodal] Generate mm_hash based on request metadata when caching is turned off (#23690 )

2025-08-27 20:24:31 +00:00

hunyuan_v1.py

[Model] add Hunyuan V1 Dense Model support. (#21368 )

2025-07-23 03:54:08 -07:00

hyperclovax_vision.py

[Core] Use key-only cache for BaseMultiModalProcessor (#23018 )

2025-08-27 14:19:13 +08:00

idefics2_vision_model.py

[Models] Use in-place adds in Idefics2Vision (#23932 )

2025-08-29 07:42:57 -07:00

idefics3.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

interfaces_base.py

[Model] Explicit default_pooling_type interface (#23736 )

2025-08-27 13:24:09 +00:00

interfaces.py

[Model] Merge SupportsMultiModalWithRawInput with SupportsMultiModal (#23749 )

2025-08-27 10:01:50 -07:00

intern_vit.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

internlm2_ve.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

internlm2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

interns1_vit.py

Support Intern-S1 (#21628 )

2025-07-26 19:14:04 +08:00

interns1.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

internvl.py

[Model] Enable video support for InternVL3.5 models (#23658 )

2025-08-26 19:46:52 +00:00

jais.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

jamba.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

jina_vl.py

[Model] Pooling model activation supports per request control by PoolingParams (#20538 )

2025-08-05 00:37:00 -07:00

keye.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

kimi_vl.py

[Model] Support Pipeline Parallelism for moonshotai/Kimi-VL-A3B-Thinking-2506 (#23114 )

2025-08-19 14:24:31 +08:00

lfm2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

llama4_eagle.py

[Meta] Official Eagle mm support, first enablement on llama4 (#20788 )

2025-07-31 10:35:07 -07:00

llama4.py

[bug fix] Fix llama4 spec decoding (#22691 )

2025-08-19 08:53:24 +00:00

llama_eagle3.py

[Speculative Decoding] Add speculators config support (#21345 )

2025-08-01 08:25:18 -04:00

llama_eagle.py

[Meta] Official Eagle mm support, first enablement on llama4 (#20788 )

2025-07-31 10:35:07 -07:00

llama.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

llava_next_video.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

llava_next.py

Migrate LlavaNextImageInputs to TensorSchema (#21774 )

2025-08-10 09:05:21 -07:00

llava_onevision.py

[Bugfix] Allow dynamic number of patches for llava_onevision (#23525 )

2025-08-25 08:34:54 +00:00

llava.py

[Multimodal] Generate mm_hash based on request metadata when caching is turned off (#23690 )

2025-08-27 20:24:31 +00:00

mamba2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

mamba_cache.py

[V1] [Hybrid] Support using float32 for state in Hybrid Models (Mamba2, Mamba1, Minimax) (#22928 )

2025-08-15 12:57:06 +00:00

mamba.py

[V1][Mamba1] - Full CUDA and Piecewise CUDA Graphs Support (#23035 )

2025-08-20 20:08:51 -07:00

medusa.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

mimo_mtp.py

[Bugfix] Fix DeepSeek MTP (#22934 )

2025-08-16 01:25:06 +00:00

mimo.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

minicpm3.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

minicpm_eagle.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

minicpm.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

minicpmo.py

Migrate MiniCPMOAudioInputs to TensorSchema (#21847 )

2025-08-22 16:43:29 +08:00

minicpmv.py

[Model] Enable encoder DP for MiniCPM-V (#23948 )

2025-08-30 06:31:26 -07:00

minimax_cache.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

minimax_text_01.py

[V1] [Hybrid] Move MiniMaxLinearAttention into layers/mamba (#23831 )

2025-08-30 00:16:15 -07:00

minimax_vl_01.py

[Bugfix] Fix broken Minimax-01-VL model (#22116 )

2025-08-19 08:49:29 +00:00

mistral3.py

[Core] Use key-only cache for BaseMultiModalProcessor (#23018 )

2025-08-27 14:19:13 +08:00

mixtral_quant.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

mixtral.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

mllama4.py

Migrate Llama4ImagePatchInputs to TensorSchema (#22021 )

2025-08-28 17:29:37 +00:00

mllama.py

[CI/Build] Improve Tensor Schema tests speed by avoid engine core initialization (#23357 )

2025-08-31 22:52:20 -07:00

mlp_speculator.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

modernbert.py

[V0 Deprecation] Remove pooling model support in V0 (#23434 )

2025-08-29 00:04:02 -07:00

module_mapping.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

molmo.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

moonvit.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

mpt.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

nemotron_h.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

nemotron_nas.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

nemotron_vl.py

Migrate InternVLImagePixelInputs (in nemotron_vl.py) to TensorSchema (#22023 )

2025-08-19 13:48:26 +08:00

nemotron.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

nvlm_d.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

olmo2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

olmo.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

olmoe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

opt.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

orion.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

ovis2_5.py

[CI/Build] Improve Tensor Schema tests speed by avoid engine core initialization (#23357 )

2025-08-31 22:52:20 -07:00

ovis.py

[CI/Build] Improve Tensor Schema tests speed by avoid engine core initialization (#23357 )

2025-08-31 22:52:20 -07:00

paligemma.py

[Multimodal] Generate mm_hash based on request metadata when caching is turned off (#23690 )

2025-08-27 20:24:31 +00:00

persimmon.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

phi3.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

phi3v.py

[Core] Use key-only cache for BaseMultiModalProcessor (#23018 )

2025-08-27 14:19:13 +08:00

phi4_multimodal.py

[Refactor] Dynamic target and content for prompt updates (#23411 )

2025-08-24 23:39:58 -07:00

phi4flash.py

[BugFix] Fix regression caused by mamba state dtype PR (#22998 )

2025-08-15 22:55:26 +00:00

phi4mm_audio.py

[CI] change spell checker from codespell to typos (#18711 )

2025-06-11 19:57:10 -07:00

phi4mm_utils.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

phi4mm.py

[CI/Build] Improve Tensor Schema tests speed by avoid engine core initialization (#23357 )

2025-08-31 22:52:20 -07:00

phi.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

phimoe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

pixtral.py

[Misc] Fix warnings for mistral model (#23552 )

2025-08-29 06:58:48 +00:00

plamo2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

prithvi_geospatial_mae.py

[Multimodal] Generate mm_hash based on request metadata when caching is turned off (#23690 )

2025-08-27 20:24:31 +00:00

qwen2_5_omni_thinker.py

[model] support qwen2audio embedding input (#23625 )

2025-08-26 23:48:08 +08:00

qwen2_5_vl.py

[Model] Interface to enable batch-level DP support (#23733 )

2025-08-27 06:41:22 -07:00

qwen2_audio.py

[model] support qwen2audio embedding input (#23625 )

2025-08-26 23:48:08 +08:00

qwen2_moe.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

qwen2_rm.py

[Model] Explicit default_pooling_type interface (#23736 )

2025-08-27 13:24:09 +00:00

qwen2_vl.py

[BugFix] Fix the issue where image embeddings were incorrectly split.… (#23366 )

2025-08-22 16:56:46 +00:00

qwen2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

qwen3_moe.py

[BUGFIX] GPTQ quantization compatibility for Qwen3 MOE models (AutoGPTQ and AutoRound-GPTQ) (#23994 )

2025-09-01 03:33:40 +00:00

qwen3.py

[mypy] Fix incorrect type hint for EAGLE3 support (#23617 )

2025-08-25 23:50:17 -07:00

qwen_vl.py

Migrate Qwen inputs to TensorSchema (#23473 )

2025-08-28 10:43:26 +08:00

qwen.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

registry.py

[MODEL] Apertus and XIELU (#23068 )

2025-08-29 20:29:18 +08:00

roberta.py

[Model] Explicit default_pooling_type interface (#23736 )

2025-08-27 13:24:09 +00:00

rvl.py

[Model][VLM] Support R-4B Model (#23246 )

2025-08-21 04:08:52 +00:00

seed_oss.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

siglip2navit.py

[Model] Add Ovis2.5 PP support (#23405 )

2025-08-22 17:46:34 +00:00

siglip.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

skyworkr1v.py

Migrate skyworkr1v inputs to TensorSchema (#23499 )

2025-08-25 04:43:21 +00:00

smolvlm.py

[Misc] Automatically resolve HF processor init kwargs (#22005 )

2025-07-31 22:44:10 -07:00

solar.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

stablelm.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

starcoder2.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

step3_text.py

[Models] Improve iteration over layers (#19497 )

2025-08-29 09:26:34 +08:00

step3_vl.py

[Model] Interface to enable batch-level DP support (#23733 )

2025-08-27 06:41:22 -07:00

swin.py

[New Model]Donut model (#23229 )

2025-08-24 12:52:24 +00:00

tarsier.py

[Core] Use key-only cache for BaseMultiModalProcessor (#23018 )

2025-08-27 14:19:13 +08:00

telechat2.py

[CI/Build] Fix registry tests (#21934 )

2025-07-30 09:10:41 -07:00

teleflm.py

[Misc] Add SPDX-FileCopyrightText (#19100 )

2025-06-03 11:20:17 -07:00

transformers.py

Better errors for Transformers backend missing features (#23759 )

2025-08-29 07:01:40 +00:00

ultravox.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

utils.py

[CI/Build][Bugfix] Fix Qwen VL tests on CPU (#23818 )

2025-08-28 11:57:05 +00:00

vision.py

[FEAT][ROCm] Enable running Flash Attention as ViT attn backend for Qwen-VL models on ROCm platform. (#22069 )

2025-08-01 23:53:18 -07:00

voxtral.py

[Misc] Fix warnings for mistral model (#23552 )

2025-08-29 06:58:48 +00:00

whisper.py

[Refactor] Define MultiModalKwargsItems separate from MultiModalKwargs (#23053 )

2025-08-18 09:52:00 +00:00

zamba2.py

[V1] [Hybrid] Support using float32 for state in Hybrid Models (Mamba2, Mamba1, Minimax) (#22928 )

2025-08-15 12:57:06 +00:00