Commits · a608b4c6c2b9098f7500ed305f47cbe1375df5ee · OpenDAS / vllm_cscc

"tests/entrypoints/pooling/openai/test_vision_embedding.py" did not exist on "a811dd660856a5c222a1447fe1d93deccbc162fd"

27 Jan, 2026 3 commits

[5/N][Attention] Finish eliminating `vllm/attention` folder (#32064) · a608b4c6
Matthew Bonanni authored Jan 27, 2026
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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a608b4c6
[AMD][QWEN3-NEXT] FP8 Tunings (#32042) · da8d0c44
Lifan Shen authored Jan 27, 2026
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Signed-off-by: Lifan Shen <lifans@meta.com>
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da8d0c44

[MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) · 5a93b916

Robert Shaw authored Jan 26, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>

5a93b916

26 Jan, 2026 2 commits
- [Bugfix][MXFP4] Call `trtllm_fp4_block_scale_moe` with kwargs (#33104) · 8caffd92
  Pengchao Wang authored Jan 26, 2026
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Signed-off-by: Pengchao Wang <wpc@fb.com>
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  8caffd92
- [FIX] Always support TP > 4 for FP4 Gemm (#31099) · 67fe677c
  danielafrimi authored Jan 26, 2026
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Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
```
  67fe677c
25 Jan, 2026 1 commit
- [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520) · fcb9df99
  Roberto L. Castro authored Jan 25, 2026
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
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  fcb9df99
23 Jan, 2026 5 commits
- [Bugfix] Fix missing is_layer_skipped check for FusedMoE in AWQConfig (#32935) · ebd0a17e
  joninco authored Jan 23, 2026
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Signed-off-by: jon <joninco@bullpoint.org>
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  ebd0a17e
- [Refactor] Clean up unused variables & func (#32692) · 37c9859f
  Wentao Ye authored Jan 23, 2026
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Signed-off-by: yewentao256 <zhyanwentao@126.com>
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  37c9859f
- [Refactor] Rename `gptq_marlin` to `marlin` to match MoE (#32952) · 4561f139
  Michael Goin authored Jan 23, 2026
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Signed-off-by: mgoin <mgoin64@gmail.com>
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  4561f139
- [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916) · 90c20079
  Xin Yang authored Jan 23, 2026
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Signed-off-by: Xin Yang <xyangx@amazon.com>
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  90c20079
- [torch.compile] Compile `CustomOp.forward_native` for `SiluAndMul` and... · 5e4e0e51
  Luka Govedič authored Jan 22, 2026
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[torch.compile] Compile `CustomOp.forward_native` for `SiluAndMul` and `QuantFP8` to avoid raw torch ops inside opaque custom ops (#32806)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
```
  5e4e0e51
22 Jan, 2026 4 commits
- [MoE Refactor] Move `select_experts` from `FusedMoEQuantMethod` -> `FusedMoE` (#31996) · dc917cce
  bnellnm authored Jan 22, 2026
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Signed-off-by: Bill Nell <bnell@redhat.com>
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  dc917cce
- [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619) · d08b356e
  Xin Yang authored Jan 22, 2026
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Signed-off-by: Xin Yang <xyangx@amazon.com>
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  d08b356e
- Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) · 44f08af3
  Eldar Kurtić authored Jan 22, 2026
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Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
```
  44f08af3
- [Bugfix][Attention] Explicitly report support for kv_cache_dtype bfloat16 (#32795) · 955b43a5
  Matthew Bonanni authored Jan 22, 2026
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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  955b43a5
21 Jan, 2026 5 commits
- Bump Flashinfer to v0.6.1 (#30993) · 808d6fd7
  elvischenv authored Jan 22, 2026
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Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
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  808d6fd7
- [Quantization][Deprecation] Remove RTN (#32697) · 4e31b7f2
  Robert Shaw authored Jan 21, 2026
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Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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  4e31b7f2
- [Quantization][Deprecation] Deprecate HQQ (#32681) · 85f55c94
  Robert Shaw authored Jan 21, 2026
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Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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  85f55c94
- [Quantization][Deprecation] Remove `DeepSpeedFp8` (#32679) · cea3c754
  Robert Shaw authored Jan 21, 2026
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Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
```
  cea3c754
- [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) · 42135d68
  Robert Shaw authored Jan 21, 2026
  
  42135d68
20 Jan, 2026 3 commits
- fp8 online quant: split out Fp8OnlineLinearMethod (#32189) · d2389c12
  Vasiliy Kuznetsov authored Jan 20, 2026
  
  d2389c12
- [Bugfix] Suppress log on non-ROCm platform (#32703) · 9b67338b
  TJian authored Jan 21, 2026
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Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
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  9b67338b
- [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814) · 148117ea
  vllmellm authored Jan 20, 2026
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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  148117ea
19 Jan, 2026 1 commit

[BugFix] Fix TRT-LLM NVFP4 DP/EP (#32349) · 73503317

jiahanc authored Jan 19, 2026


Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>

73503317

18 Jan, 2026 2 commits
- [MoE Refactor] Separate Router into OO Classes (#30623) · 327a02d8
  bnellnm authored Jan 18, 2026
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Signed-off-by: Bill Nell <bnell@redhat.com>
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  327a02d8
- "refactor: refactor_repeated_interfaces" (#32486) · 2f03035a
  tjp_zju authored Jan 18, 2026
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Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
```
  2f03035a
16 Jan, 2026 3 commits

[CI] Fix LM Eval Large Models (H100) (#32423) · bcf2333c
Matthew Bonanni authored Jan 15, 2026
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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bcf2333c
Add thread_n=64 support to Marlin MoE (#32360) · 83239ff1
Michael Goin authored Jan 15, 2026
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Signed-off-by: mgoin <mgoin64@gmail.com>
```
83239ff1

[Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257) · c277fbdf

TomerBN-Nvidia authored Jan 16, 2026


Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>

c277fbdf

15 Jan, 2026 6 commits

[ROCM] DSfp4 mla projection gemms weight dynamic quantization (#32238) · 8c11001b
Aleksandr Malyshev authored Jan 15, 2026
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Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
```
8c11001b

[BugFix] Fix `assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1]` in... · c36ba69b

Lucas Wilkinson authored Jan 15, 2026


[BugFix] Fix `assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1]` in Blackwell Quantized MoE Test (#32362)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

c36ba69b

[Quant] Support MXFP4 W4A16 for compressed-tensors MoE models (#32285) · 361dfdc9
Dipika Sikka authored Jan 15, 2026
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Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
```
361dfdc9
[ROCm] Improve error handling while loading quantized model on gfx120… (#31715) · b89275d0
brian033 authored Jan 15, 2026
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Signed-off-by: brian033 <85883730+brian033@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
```
b89275d0

[BugFix] Fix DeepSeek-V3.1 + DeepGEMM incompatible scale shapes (#32361) · 2c9b4cf5

Lucas Wilkinson authored Jan 14, 2026


Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com>

2c9b4cf5

[CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update... · 3c268564

rasmith authored Jan 14, 2026


[CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update test_fp8_quant.::test_static_fp8_quant_group_2d to use correct fp8 dtype and adjust atol/rtol (#32201)
Signed-off-by: Randall Smith <ransmith@amd.com>

3c268564

14 Jan, 2026 2 commits
- [Docs] Add docs about OOT Quantization Plugins (#32035) · 6388b500
  Michael Goin authored Jan 14, 2026
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Signed-off-by: mgoin <mgoin64@gmail.com>
```
  6388b500
- Consolidate Intel Quantization Toolkit Integration in vLLM (#31716) · 50632adc
  Yi Liu authored Jan 14, 2026
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Signed-off-by: yiliu30 <yi4.liu@intel.com>
```
  50632adc
13 Jan, 2026 2 commits

[Kernel][Performance] Enable smaller Scaling Factor tiling for NVFP4 small-batch decoding (#30885) · 8ef50d9a

Roberto L. Castro authored Jan 14, 2026

Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>

8ef50d9a

[Quantization] fix: overflow with static per-tensor scaling (#29867) · a5bbbd2f

Mickaël Seznec authored Jan 13, 2026


Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>

a5bbbd2f

11 Jan, 2026 1 commit
- [Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713) · bde57ab2
  Matt authored Jan 11, 2026
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Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
```
  bde57ab2