Commits · 9f6dcb71ae4fd410d144fa3d4bb135ea9ab74185 · OpenDAS / vllm_cscc

08 Jan, 2026 2 commits

[MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692) · 9f6dcb71

Robert Shaw authored Jan 07, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>

9f6dcb71

[MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) · 5dcd7ef1
Robert Shaw authored Jan 07, 2026

5dcd7ef1

07 Jan, 2026 4 commits

[Perf][Kernels] Enable FlashInfer DeepGEMM swapAB on SM90 (for W8A8 Linear Op) (#29213) · cc6dafae

Kate Cheng authored Jan 07, 2026


Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Jhao-Ting Chen <jhaotingc@nvidia.com>

cc6dafae

[Misc] Improve error messages for unsupported types and parameters (#30593) · 0790f076

BlankR authored Jan 07, 2026


Signed-off-by: BlankR <hjyblanche@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

0790f076

[Refactor][TPU] Remove torch_xla path and use tpu-inference (#30808) · e7596371

weiyu authored Jan 07, 2026


Signed-off-by: Wei-Yu Lin <weiyulin@google.com>
Signed-off-by: weiyu <62784299+weiyu0824@users.noreply.github.com>

e7596371

[Bugfix][Hardware][AMD] Consolidate FP8 min/max values helper function (#31106) · 4614c5a5

Kevin McKay authored Jan 07, 2026


Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Signed-off-by: Kevin McKay <kevin@example.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>

4614c5a5

06 Jan, 2026 2 commits

[Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801) · 8becf146

Li, Jiang authored Jan 07, 2026

Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

8becf146

[MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593) · af8fd730
Robert Shaw authored Jan 06, 2026
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
af8fd730

05 Jan, 2026 1 commit

[Bugfix] Fix Broken ModelOpt NVFP4 MoE (#31742) · f6c0009a

Robert Shaw authored Jan 05, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>

f6c0009a

03 Jan, 2026 1 commit

[MoE Refactor][13/N] Convert FI to Use PFNoEP (#31533) · 268b1c55

Robert Shaw authored Jan 03, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

268b1c55

02 Jan, 2026 3 commits
- [MoE] Fix output_shape calculation in Attention layer to handle 3D query inputs (#31596) · 6ef770df
  Andreas Karatzas authored Jan 02, 2026
```
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
```
  6ef770df
- Remove unused `use_marlin` variable in `Mxfp4MoEMethod` (#31549) · 1f43c121
  Vaibhav Sourirajan authored Jan 02, 2026
```
Signed-off-by: vaibhav sourirajan <vs2787@columbia.edu>
```
  1f43c121
- [Bugfix] Fix activation quantization for compressed-tensors W4A16 (#31572) · ca179d0f
  Tmn07 authored Jan 02, 2026
```
Signed-off-by: Tmn07 <tmn0796@gmail.com>
```
  ca179d0f
30 Dec, 2025 1 commit
- [BugFix] add select_gemm_impl on CompressedTensorsWNA16MoEMethod to support LoRA (#31453) · 07728bf5
  JartX authored Dec 30, 2025
```
Signed-off-by: JartX <sagformas@epdcenter.es>
```
  07728bf5
29 Dec, 2025 2 commits

[Bugfix][ROCm] Fix Static Quant Issue (#31502) · 56f51625

Robert Shaw authored Dec 29, 2025


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>

56f51625

[MoE Refactor][12/N] Marlin Fp8 MoE Pure Function (#31499) · 9152a30d
Robert Shaw authored Dec 29, 2025
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
9152a30d

27 Dec, 2025 1 commit
- [MoE Refactor][10/N] Cleanup Fp8 Process Weights After Loading (#31169) · 727c41f3
  Robert Shaw authored Dec 27, 2025
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
  727c41f3
24 Dec, 2025 2 commits
- [Bugfix] Remove dead `block_quant_to_tensor_quant` function (#31294) · 506eb0f4
  ゆり authored Dec 25, 2025
```
Co-authored-by: yurekami <yurekami@users.noreply.github.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
```
  506eb0f4
- [Bugfix][Hardware][AMD] Fix FP8 dtype in silu_mul quantization (#31179) · 66c98874
  Kevin McKay authored Dec 24, 2025
```
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
```
  66c98874
23 Dec, 2025 1 commit
- Revert "[SM100] Enable fp8 compute for prefill MLA (#30746)" (#31197) · 3e102623
  Pavani Majety authored Dec 22, 2025
```
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
```
  3e102623
22 Dec, 2025 4 commits
- [MoE Refactor][7/N] AITER MK (#31102) · b57b9673
  Robert Shaw authored Dec 22, 2025
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
  b57b9673
- [SM100] Enable fp8 compute for prefill MLA (#30746) · b10f41c8
  Pavani Majety authored Dec 22, 2025
```
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
```
  b10f41c8
- [Bugfix][ROCm] Fix typo: is_linear_fp8_enaled -> is_linear_fp8_enabled (#31109) · cf8eed7b
  Kevin McKay authored Dec 21, 2025
```
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
```
  cf8eed7b
- [Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN... · 19cc9468
  CedricHuang authored Dec 22, 2025
```
[Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO  in vLLM (#30957)
```
  19cc9468
21 Dec, 2025 1 commit
- [MoE Refactor][4/N] Marlin Fp8 Mk (#31036) · b471092d
  Robert Shaw authored Dec 21, 2025
  
  b471092d
20 Dec, 2025 4 commits

[Quantization] add marlin w4a8/w8a8 check (#31061) · 7c73ceb5
Jinzhen Lin authored Dec 21, 2025
```
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
```
7c73ceb5

[Quantization] support logical_widths for fp8 marlin (#30962) · ee52d990

Jinzhen Lin authored Dec 21, 2025

Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

ee52d990

[MoE Refactor][5/N] Isolate zero expert to LongCatFlash (#28891) · 54c89243

baonudesifeizhai authored Dec 20, 2025

Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: Dongjie Zou <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>

54c89243

[XPU] enable fp8 online streaming quantization (#30944) · 560ae963
Yan Ma authored Dec 20, 2025
```
Signed-off-by: Yan Ma <yan.ma@intel.com>
```
560ae963

19 Dec, 2025 7 commits
- [MoE Refactor][2/N] Use Modular Kernels for Fp8 (#30825) · 95befecc
  Robert Shaw authored Dec 19, 2025
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
  95befecc
- [MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990) · 83a317f6
  Robert Shaw authored Dec 19, 2025
```
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
  83a317f6
- [Refactor] Refactor for `DeepGemmQuantScaleFMT` using cache (#30898) · 3bd8335b
  Wentao Ye authored Dec 19, 2025
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  3bd8335b
- [Model] Add MiMo-V2-Flash support (#30836) · 969bbc7c
  Zhonghua Deng authored Dec 20, 2025
```
Signed-off-by: Abatom <abzhonghua@gmail.com>
Signed-off-by: Jumiar <liuanqim10@126.com>
Signed-off-by: Zyann7 <zyann7@outlook.com>
Co-authored-by: Jumiar <liuanqim10@126.com>
Co-authored-by: Zyann7 <zyann7@outlook.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
```
  969bbc7c
- [Quantization] fix marlin w8a8 check (#30961) · 5fbfa8d9
  Jinzhen Lin authored Dec 19, 2025
```
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
```
  5fbfa8d9
- [Quantization] enable compressed-tensors marlin support for turing (2) (#31008) · 9187de9f
  Jinzhen Lin authored Dec 19, 2025
```
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
```
  9187de9f
- [Quantization] enable compressed-tensors marlin support for turing (#31000) · de08b8f6
  Jinzhen Lin authored Dec 19, 2025
```
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
```
  de08b8f6
18 Dec, 2025 4 commits
- [Bug] Fix compressed tensor not using deepgemm (#30820) · 97000a2b
  Wentao Ye authored Dec 18, 2025
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  97000a2b
- fix fp8 online quantization streaming with tp > 1 (#30900) · f4ee2c3d
  Vasiliy Kuznetsov authored Dec 18, 2025
```
Signed-off-by: vasiliy <vasiliy@fb.com>
```
  f4ee2c3d
- [LoRA] Set default MXFP4 LoRA backend to Marlin (#30598) · 9a5e9652
  Xin Yang authored Dec 18, 2025
```
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
```
  9a5e9652
- [Quantization] Support Quark int4-fp8 w4a8 for MoE (#30071) · 0c738b58
  Bowen Bao authored Dec 17, 2025
```
Signed-off-by: Bowen Bao <bowenbao@amd.com>
```
  0c738b58