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3709 Commits

Author SHA1 Message Date
Wentao Ye
541a2ef892 [Perf] Deepgemm fused layout kernel for activations, 4.3% throughput improvement, 10.7% TTFT improvement. (#29546) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-12-07 20:31:14 +08:00
Jinzhen Lin
879ddb09c3 [Kernel][MoE] optimize moe_align_block_size (#29642) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-07 01:58:47 -08:00
Cyrus Leung
e83b7e379c Revert "[Renderer] Separate out RendererConfig from ModelConfig (#30145)" (#30199) 2025-12-07 00:00:22 -08:00
Cyrus Leung
27f4c2fd46 [Renderer] Separate out RendererConfig from ModelConfig (#30145) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 23:15:42 -08:00
Cyrus Leung
671427efbf [Model] Move multimodal_cpu_fields definition to field config (#30181) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 13:40:02 +00:00
Cyrus Leung
c46b932df2 [Chore] Deprecate SupportsMultiModal.merge_by_field_config (#30170) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 07:57:28 +00:00
Peter Salas
e858bc4d14 [Model] Add support for transformer-based Ultravox v0.7 projector (#30089) 
Signed-off-by: Peter Salas <peter@fixie.ai>
 2025-12-05 20:55:43 -08:00
Dongjie Zou
e3fbb6f152 fix#30092 Kimi-Linear model loading failure with missing indexer_rotary_emb (#30093) 
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
 2025-12-05 20:55:09 -08:00
yuttian1
c4d62618ca Fix AWQ MoE marlin check issue in marlin_utils.py for AMD backend (#30102) 
Signed-off-by: yuttian1 <yuttian@amd.com>
 2025-12-05 20:54:38 -08:00
rasmith
dc839ad03d [CI/Build][AMD][Quantization] Fix test_int8_kernel.py by updating int8_utils to use hip.libdevice.round (#30151) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-12-05 20:52:11 -08:00
Wentao Ye
7b5575fa7d [Bug] Fix vLLM config is not set error (#29999) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-12-05 16:42:12 -05:00
Divakar Verma
962d703818 [Bugfix][llama4_eagle] Fix missing 'lm_head' attribute (#29926) 
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
 2025-12-05 19:57:26 +00:00
Matthew Bonanni
66e674cdd5 [Attention][UX][1/N] Add AttentionConfig and change attention env vars to CLI arguments (#26315) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
 2025-12-05 09:48:43 -08:00
Yi Liu
0d8a7d8a26 [Compressed Tensors] Add XPU wNa16 support (#29484) 
Signed-off-by: yiliu30 <yi4.liu@intel.com>
 2025-12-05 22:02:09 +08:00
Zhiwei
3628bcaaf2 [ROCm][MXFP4] Infer w4a4 quant method in rocm aiter fused moe (#29775) 
Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
 2025-12-05 11:01:16 +00:00
amitz-nv
6038b1b04b [Frontend][Model] Add 'float16' to possible mamba cache dtype values, override mamba SSM cache dtype value for NemotronH (#29978) 
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
 2025-12-05 00:34:33 -08:00
Alexander Matveev
4470ee2f90 [Perf] Enable separate shared_experts stream only for CUDA (#30085) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-12-05 00:03:17 +00:00
Harry Mellor
e10c84e06a Access partial_rotary_factor from rope_parameters (#29966) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-04 18:42:49 +00:00
Jee Jee Li
652ba93da3 [Bugfix] Fix FP8 MoE LoRA (#29890) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-04 18:17:49 +00:00
Tao Yun
6dcb07f676 support qwen3-vl handle requests with embeddings (#30037) 
Signed-off-by: taoyun <1069423820@qq.com>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-12-04 17:34:06 +00:00
Cyrus Leung
b286a311c2 [Chore] Deprecate merge_by_field_config arg (#30035) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-04 17:21:24 +00:00
Harry Mellor
9998ea5b57 Delete HF version of Phi 4 MM (#30049) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-04 13:44:50 +00:00
wang.yuqi
74c4d80c6c [Model][6/N] Improve all pooling task | Support chunked prefill with ALL pooling (#27145) 
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-04 13:44:15 +00:00
Cyrus Leung
68eb5c8d97 [Misc] Move functions into PoolingMetadata (#30027) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-04 08:21:19 +00:00
TJian
3f1b03739a [ROCm] [Bugfix] compute_attn_mask_seqlen for qwen3 omni (#29974) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-12-04 08:20:24 +00:00
Cyrus Leung
9ae2f60374 [Misc] Various cleanups for MM input processing (#29970) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-04 06:22:20 +00:00
bnellnm
2902c34826 [Kernels] Remove BatchedTritonOrDeepGemmExperts and default fallback to Triton (#29929) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-03 20:49:00 +00:00
Varun Sundar Rabindranath
19bee6d12d [Performance][DP/EP] Add silu_mul_per_token_group_quant_fp8_colmajor kernel (#29470) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-03 18:04:59 +00:00
HDCharles
b294e28db2 [refactor] CTMoEMethods to use QuantizationArgs (#28871) 
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-03 11:00:56 +00:00
Tsukasa OI
42c1949643 [Bugfix][Quantization] Support BF16 tensors on GGUF (#29948) 
Signed-off-by: Tsukasa OI <floss_llm@irq.a4lg.com>
 2025-12-03 10:33:46 +00:00
Isotr0py
a21cd9ed23 [Bugfix] Fix incorrect image_grid_thw rank for HunyuanOCR from missing merge_by_field_config=True (#29950) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-03 10:05:10 +00:00
Julien Denize
5e5646e206 [BUGFIX] llama_4_scaling wrongly passed to DeepseekAttention (#29908) 
Signed-off-by: juliendenize <julien.denize@mistral.ai>
 2025-12-02 14:51:20 -08:00
Harry Mellor
6fc5841db1 Fix some more Transformers nightly tests (#29872) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 21:49:44 +00:00
Navanit Dubey
a2b053dc85 feat(model): Add BitsAndBytes quantization support for Qwen3-Omni-MoE (#29896) 
Signed-off-by: navanit-git <navanitdubey@gmail.com>
 2025-12-02 19:28:35 +00:00
Matthew Bonanni
1d93f11675 [Attention][CUDAGraph] Remove CG padding from attention backends (#29352) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-12-02 13:48:08 -05:00
Isotr0py
0ec8422171 [Bugfix] Fix incorrect channel order for idefics3 in edge case (#29881) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-02 16:03:52 +00:00
Matthew Bonanni
51c57b51dd [Bugfix] Fix DeepSeek R1 MTP weight loading (#29545) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
 2025-12-02 15:52:18 +00:00
Cyrus Leung
68ffbca7e4 [Chore] Use tokenizer.encode and tokenizer.decode directly (#29851) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 12:30:40 +00:00
Julien Denize
d8c6210eea Add Mistral Large 3 and Ministral 3 (#29757) 
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: Julien Denize <40604584+juliendenize@users.noreply.github.com>
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Mickael Seznec <mickael@mistral.ai>
 2025-12-02 10:29:00 +00:00
Harry Mellor
f5b0846ba0 Fix some Transformers nightly tests (#29802) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-02 07:05:27 +00:00
Cyrus Leung
653591d5e7 [Chore] Move tokenizer initialization methods (#29793) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 13:33:37 +08:00
Johnny Yang
f441d36cee Add missing return in _check_vllm_model_embed_input_ids (#29834) 
Signed-off-by: Johnny Yang <johnnyyang@google.com>
 2025-12-01 19:22:50 -08:00
Divakar Verma
4b40924998 [ROCm] Fallback pytorch GELU with tanh approximation to GELU() (#29244) 
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Signed-off-by: Divakar Verma <137818590+divakar-amd@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-02 02:02:22 +00:00
sangbumlikeagod
092bb73b8a [Frontend] add 'verbose_json' and 'timestamp' feature on Whisper Transcription/Translation (#24209) 
Signed-off-by: sangbumlikeagod <oironese@naver.com>
Signed-off-by: sangbumlikeagod <98077576+sangbumlikeagod@users.noreply.github.com>
 2025-12-01 18:19:17 +01:00
Fanli Lin
f37e8938d2 [XPU] Fix AWQ skipped layer detection in IPEX quantization (#29774) 
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
 2025-12-01 12:00:52 +00:00
Shu Wang
f72a817bdf [MoE] CuteDSL MoE with Nvfp4 DeepEP dispatch (#27141) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: root <root@umbriel-b200-017.ipp4a1.colossus.nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-30 16:05:32 -08:00
Xingyu Liu
21c2627934 [Misc]Remove redundant hidden_size property in ModelConfig (#29749) 
Signed-off-by: Xingyu Liu <charlotteliu12x@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-30 17:14:23 +00:00
Omer Ullman Argov
39d28108f4 [Feat] Support non-gated activations in NVFP4 modelopt path (#29004) 2025-11-30 11:02:40 -05:00
Cyrus Leung
64bc09ba27 [Core] Enable inputs_embeds_size separate from hidden_size (#29741) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-30 17:31:12 +08:00
Isotr0py
47539cfd3e [Bugfix] Fix mismatched nvfp4 gemm output shape (#29742) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-30 09:15:01 +00:00