Commits · 0d402d2600490bac17bc5d079e89b1136fe37eda · OpenDAS / vllm_cscc

08 Dec, 2025 2 commits
- online fp8 quant with streaming weight post-processing (#29196) · 0d402d26
  Vasiliy Kuznetsov authored Dec 08, 2025
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Signed-off-by: vasiliy <vasiliy@fb.com>
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  0d402d26
- [ROCm] [Fused Moe EP] Use binary expert mask for aiter fused moe kernel (#29773) · c6df05eb
  Zhiwei authored Dec 08, 2025
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Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
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  c6df05eb
07 Dec, 2025 3 commits

[Performance] Fused blockwise quant RMS norm (#27883) · af0444bf

ElizaWszola authored Dec 07, 2025


Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>

af0444bf

[Perf] Deepgemm fused layout kernel for activations, 4.3% throughput... · 541a2ef8

Wentao Ye authored Dec 07, 2025


[Perf] Deepgemm fused layout kernel for activations, 4.3% throughput improvement, 10.7% TTFT improvement. (#29546)
Signed-off-by: yewentao256 <zhyanwentao@126.com>

541a2ef8

[Kernel][MoE] optimize `moe_align_block_size` (#29642) · 879ddb09

Jinzhen Lin authored Dec 07, 2025


Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>

879ddb09

06 Dec, 2025 3 commits
- fix#30092 Kimi-Linear model loading failure with missing indexer_rotary_emb (#30093) · e3fbb6f1
  Dongjie Zou authored Dec 05, 2025
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Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
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  e3fbb6f1
- Fix AWQ MoE marlin check issue in marlin_utils.py for AMD backend (#30102) · c4d62618
  yuttian1 authored Dec 06, 2025
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Signed-off-by: yuttian1 <yuttian@amd.com>
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  c4d62618
- [CI/Build][AMD][Quantization] Fix test_int8_kernel.py by updating int8_utils... · dc839ad0
  rasmith authored Dec 05, 2025
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[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>
```
  dc839ad0
05 Dec, 2025 4 commits
- [Bug] Fix vLLM config is not set error (#29999) · 7b5575fa
  Wentao Ye authored Dec 05, 2025
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Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  7b5575fa
- [Compressed Tensors] Add XPU `wNa16` support (#29484) · 0d8a7d8a
  Yi Liu authored Dec 05, 2025
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Signed-off-by: yiliu30 <yi4.liu@intel.com>
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  0d8a7d8a
- [ROCm][MXFP4] Infer w4a4 quant method in rocm aiter fused moe (#29775) · 3628bcaa
  Zhiwei authored Dec 05, 2025
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Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
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  3628bcaa
- [Perf] Enable separate shared_experts stream only for CUDA (#30085) · 4470ee2f
  Alexander Matveev authored Dec 04, 2025
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
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  4470ee2f
04 Dec, 2025 4 commits
- Access `partial_rotary_factor` from `rope_parameters` (#29966) · e10c84e0
  Harry Mellor authored Dec 04, 2025
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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  e10c84e0
- [Bugfix] Fix FP8 MoE LoRA (#29890) · 652ba93d
  Jee Jee Li authored Dec 05, 2025
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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  652ba93d
- [Model][6/N] Improve all pooling task | Support chunked prefill with ALL pooling (#27145) · 74c4d80c
  wang.yuqi authored Dec 04, 2025
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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>
```
  74c4d80c
- [Misc] Move functions into `PoolingMetadata` (#30027) · 68eb5c8d
  Cyrus Leung authored Dec 04, 2025
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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  68eb5c8d
03 Dec, 2025 3 commits

[Kernels] Remove BatchedTritonOrDeepGemmExperts and default fallback to Triton (#29929) · 2902c348

bnellnm authored Dec 03, 2025


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>

2902c348

[Performance][DP/EP] Add silu_mul_per_token_group_quant_fp8_colmajor kernel (#29470) · 19bee6d1

Varun Sundar Rabindranath authored Dec 03, 2025

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>

19bee6d1

[refactor] CTMoEMethods to use QuantizationArgs (#28871) · b294e28d

HDCharles authored Dec 03, 2025


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>

b294e28d

02 Dec, 2025 3 commits

[Attention][CUDAGraph] Remove CG padding from attention backends (#29352) · 1d93f116
Matthew Bonanni authored Dec 02, 2025
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
```
1d93f116

Add Mistral Large 3 and Ministral 3 (#29757) · d8c6210e

Julien Denize authored Dec 02, 2025


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>

d8c6210e

[ROCm] Fallback pytorch GELU with tanh approximation to GELU() (#29244) · 4b409249

Divakar Verma authored Dec 01, 2025

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>

4b409249

01 Dec, 2025 2 commits

[XPU] Fix AWQ skipped layer detection in IPEX quantization (#29774) · f37e8938
Fanli Lin authored Dec 01, 2025
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Signed-off-by: Fanli Lin <fanli.lin@intel.com>
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f37e8938

[MoE] CuteDSL MoE with Nvfp4 DeepEP dispatch (#27141) · f72a817b

Shu Wang authored Nov 30, 2025


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>

f72a817b

30 Nov, 2025 5 commits
- [Feat] Support non-gated activations in NVFP4 modelopt path (#29004) · 39d28108
  Omer Ullman Argov authored Nov 30, 2025
  
  39d28108
- [Bugfix] Fix mismatched nvfp4 gemm output shape (#29742) · 47539cfd
  Isotr0py authored Nov 30, 2025
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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  47539cfd
- [Doc]: Fix typo in fused_moe layer (#29731) · 9381b5cd
  朝 authored Nov 30, 2025
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Signed-off-by: BowTen <bowten@qq.com>
```
  9381b5cd
- [Quantization] Enable compressed-tensors AWQ for Turing GPU (#29732) · e1464c3a
  Isotr0py authored Nov 30, 2025
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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  e1464c3a
- [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#29708) · a491b091
  Xin Yang authored Nov 29, 2025
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Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
```
  a491b091
29 Nov, 2025 2 commits

[Kernel][Quantization] add w4a8 support for marlin kernel (#24722) · 1656ad37

Jinzhen Lin authored Nov 29, 2025


Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>

1656ad37

[Doc]: fixing typos in various files. (#29717) · 04a797cd
Didier Durand authored Nov 29, 2025
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Signed-off-by: Didier Durand <durand.didier@gmail.com>
```
04a797cd

28 Nov, 2025 2 commits
- Revert "[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971)" (#29697) · 3fd1fb0b
  Huamin Li authored Nov 28, 2025
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Signed-off-by: Huamin Li <3ericli@gmail.com>
```
  3fd1fb0b
- [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) · 745a3bae
  Xin Yang authored Nov 27, 2025
```
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
```
  745a3bae
27 Nov, 2025 3 commits

[Attention] Update attention imports (#29540) · fc1d8be3
Matthew Bonanni authored Nov 27, 2025
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
```
fc1d8be3

[Bugfix] fix IMA issue in certain cases of the moe marlin kernel (#28619) · a67dec7c

Jinzhen Lin authored Nov 27, 2025


Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

a67dec7c

[Bugfix] Make compressed-tensors MoEs respect ignored layers (#28878) · df01eda4
HDCharles authored Nov 26, 2025
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Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
```
df01eda4

26 Nov, 2025 4 commits
- [Attention] Remove imports from `vllm/attention/__init__.py` (#29342) · 430dd4d9
  Matthew Bonanni authored Nov 26, 2025
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
```
  430dd4d9
- [refactor] CTConfig methods to static/class methods (#28870) · e6031295
  HDCharles authored Nov 26, 2025
```
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
```
  e6031295
- [Perf] Optimize batch invariant BMM, 18.1% Throughput improvement, 10.7% TTFT improvement (#29345) · 0b0aa874
  Wentao Ye authored Nov 26, 2025
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
```
  0b0aa874
- Revert "[Bugfix] Fix GPT-OSS AR+NORM fusion (#28841)" (#29483) · 70d5953f
  Huamin Li authored Nov 26, 2025
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Signed-off-by: Huamin Li <3ericli@gmail.com>
```
  70d5953f