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3475 Commits

Author SHA1 Message Date
wang.yuqi
9c32df6101
[Bugfix] Qwen 3 VL Embedding loading (#30303) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-09 08:04:02 +00:00
Tsukasa OI
58d5b3f514
[Model][Quantization] Restore MoE + GGUF models support (incl. Qwen3 MoE) by allowing Sideload Parameters (#30116) 
Signed-off-by: Tsukasa OI <floss_llm@irq.a4lg.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-09 05:30:05 +00:00
liangel-02
4b03b50211
update torchao safetensors impl (#30155) 
Signed-off-by: Angel Li <liangel@meta.com>
 2025-12-09 12:46:35 +08:00
Michael Goin
03b91f7262
[Bugfix] Fix compressed-tensors models failing to load with transformers backend (#30287) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-08 20:44:28 -08:00
czhu-cohere
f6227c22ab
[Kernel]Support W4A8 Grouped GEMM on Hopper (#29691) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-12-08 19:29:06 -08:00
Zhewen Li
ae339b1a67
[Bugfix] Fix DeepGEMM after #29546 (#30267) 
Signed-off-by: zhewenli <zhewenli@meta.com>
Signed-off-by: Zhewen Li <zhewenli@meta.com>
 2025-12-09 01:05:27 +00:00
Wentao Ye
d9417096d1
[Feature] Batch invariant: Enable TRITON_MLA without prefix-caching (#29125) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-12-08 19:31:57 -05:00
Ming Yang
9d6235ca9a
[moe] Allow disabling DP chunking (#29936) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-12-09 00:29:36 +00:00
roikoren755
ae0f69b16a
Add SpecDec support to selective_state_update (#29488) 
Signed-off-by: Roi Koren <roik@nvidia.com>
 2025-12-08 16:45:18 -05:00
Vasiliy Kuznetsov
0d402d2600
online fp8 quant with streaming weight post-processing (#29196) 
Signed-off-by: vasiliy <vasiliy@fb.com>
 2025-12-08 20:15:10 +00:00
shaharmor98
fcd5306f65
Add latent MoE support (#30203) 
Signed-off-by: Shahar Mor <smor@nvidia.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-08 17:35:01 +00:00
Daniel Cámpora
184076c3fe
[DeepSeek v3.2] Make top-k work for any logit values. (#27568) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-08 06:55:58 -08:00
wang.yuqi
9e77ffca3f
[Model][7/N] Improve all pooling task | Deprecation as_reward_model. Extract hidden states prefer using new multi-vector retrieval API (#26686) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-12-08 08:10:09 +00:00
Dazhi Jiang
bcb6f5947f
[Perf] Remove sync point in vit torch sdpa attn backend (#30232) 
Signed-off-by: Dazhi Jiang <dazhi_jiang@163.com>
 2025-12-08 07:12:42 +00:00
Zhiwei
c6df05ebb4
[ROCm] [Fused Moe EP] Use binary expert mask for aiter fused moe kernel (#29773) 
Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
 2025-12-08 05:23:46 +00:00
ElizaWszola
af0444bf40
[Performance] Fused blockwise quant RMS norm (#27883) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
 2025-12-07 16:38:04 +00:00
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