Commits · 68eb5c8d970a453a440776211f8dbff215fb40c3 · OpenDAS / vllm_cscc

04 Dec, 2025 1 commit
- [Misc] Move functions into `PoolingMetadata` (#30027) · 68eb5c8d
  Cyrus Leung authored Dec 04, 2025
```
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
```
  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>
```
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>
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  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>
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  3fd1fb0b
- [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) · 745a3bae
  Xin Yang authored Nov 27, 2025
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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>
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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 5 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>
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  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
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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>
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  70d5953f
- [Kernel] Use pre-allocated output buffer for triton kernel fused_experts (#29219) · 53d7f1f6
  Xin Yang authored Nov 25, 2025
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Signed-off-by: Xin Yang <xyangx@amazon.com>
```
  53d7f1f6
25 Nov, 2025 7 commits

Change warning logs to debug for unimplemented MXFP4 Linear/Attention (#29441) · 7df02897
Michael Goin authored Nov 25, 2025
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Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
```
7df02897
[Kernel] Add NVFP4 MoE CUTLASS support for SM120 (#29242) · e5020986
Michael Goin authored Nov 25, 2025
```
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
```
e5020986
[Bugfix] Fix GPT-OSS AR+NORM fusion (#28841) · 6330f947
elvischenv authored Nov 25, 2025
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Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
```
6330f947
[fix][cpu] Use a SwigluOAI impl which supports interleaved gate-up wei (#29273) · 98caeadd
Fadi Arafeh authored Nov 25, 2025
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Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
```
98caeadd

[Model] Add HunyuanOCR support (#29327) · 92effb07

Isotr0py authored Nov 25, 2025


Signed-off-by: manayang <jackmanayang@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: sergeywang <sergeywang@tencent.com>
Co-authored-by: manayang <jackmanayang@gmail.com>
Co-authored-by: manayang <manayang@tencent.com>
Co-authored-by: Roger Wang <hey@rogerw.io>

92effb07

[Perf] Disable DeepGEMM MoE by default when TP=8 is used (#29346) · 6f1355a1
Michael Goin authored Nov 24, 2025
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Signed-off-by: mgoin <mgoin64@gmail.com>
```
6f1355a1
[UX] Raise error for attn backend of batch invariant (#29348) · 699bca76
Wentao Ye authored Nov 24, 2025
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Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
699bca76

24 Nov, 2025 2 commits
- [Bugfix] Only use triton_kernels for MXFP4 on SM90 and SM100 (#29339) · c17610e2
  Michael Goin authored Nov 24, 2025
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Signed-off-by: mgoin <mgoin64@gmail.com>
```
  c17610e2
- [MoE][Refactor] Make select_experts a non-static method (#29067) · 8f066146
  bnellnm authored Nov 24, 2025
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Signed-off-by: Bill Nell <bnell@redhat.com>
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  8f066146
23 Nov, 2025 1 commit

[Fix] Add SM check to flashinfer MOE backend (#29144) · 5f96c00c

jiahanc authored Nov 22, 2025


Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>

5f96c00c

22 Nov, 2025 4 commits
- chore: add RTX_PRO_6000 GLM4.6-FP8 kernel tuning (#29240) · f55c76c2
  Federico authored Nov 22, 2025
  
  f55c76c2
- [tiny] Remove unsupported TRITON_MLA backend from batch invariance (#28832) · 5f7209a7
  Bram Wasti authored Nov 22, 2025
```
Signed-off-by: Bram Wasti <bwasti@meta.com>
Signed-off-by: Bram Wasti <bwasti@fb.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
```
  5f7209a7
- Handle triton kernel import exception (#29062) · 988ee66b
  jinghanhu authored Nov 22, 2025
  
  988ee66b
- Add fused MoE config for H200 E160 N192 fp8 (#29182) · 052950e5
  FlintyLemming authored Nov 22, 2025
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Signed-off-by: FlintyLemming <admin@flinty.moe>
```
  052950e5