Commits · 2e693f48e7bd6fa621c8ce2c753ae76360793a04 · OpenDAS / vllm_cscc

12 Mar, 2026 1 commit
- replace `with torch.cuda.device` with `with torch.accelerator.device_index` (#36144) · 894843eb
  Yan Ma authored Mar 12, 2026
```
Signed-off-by: Yan Ma <yan.ma@intel.com>
```
  894843eb
09 Mar, 2026 2 commits

[Attention][Perf][Kernel] Replace torch.cat with vectorized CUDA kernel MLA... · 580864d8

Roberto L. Castro authored Mar 09, 2026


[Attention][Perf][Kernel] Replace torch.cat with vectorized CUDA kernel MLA query concat - DeepSeek-V3.2 (#34917)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>

580864d8

[Attention][Perf] Optimize cp_gather_and_upconvert_fp8_kv_cache - DeepSeek-v3.2 (#35290) · 2b28b9b2
Roberto L. Castro authored Mar 09, 2026
```
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
```
2b28b9b2

05 Mar, 2026 2 commits

[Bugfix][CI] fix typos (#34934) · 6a895197

Jiayi Yan authored Mar 06, 2026

Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

6a895197

[Hardware] Replace `torch.cuda.synchronize()` api with `torch.accelerator.synchronize` (#36085) · 66a22096
Kunshang Ji authored Mar 05, 2026
```
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
```
66a22096

04 Mar, 2026 1 commit

[Hardware] Replace `torch.cuda.empty_cache` with `torch.accelerator.empty_cache` (#30681) · 16d2ad1d

Kunshang Ji authored Mar 04, 2026


Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

16d2ad1d

03 Mar, 2026 1 commit

[MoE Refactor] Create MK for TRTLLM Kernels (#32564) · 97995f63

Robert Shaw authored Mar 03, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>

97995f63

26 Feb, 2026 1 commit

[Kernel] Refactor FlashInfer allreduce for mnnvl backend (#34109) · 71dfce6a

Hanjie Qiu authored Feb 25, 2026


Signed-off-by: hjjq <50634613+hjjq@users.noreply.github.com>
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>

71dfce6a

24 Feb, 2026 1 commit

[Perf] Improve default triton fused moe configs (#34846) · 22a97e66

Michael Goin authored Feb 23, 2026


Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>

22a97e66

23 Feb, 2026 1 commit
- [Bugfix] Fix kernel benchmark (#33752) · 7291d1b2
  Jee Jee Li authored Feb 23, 2026
```
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
```
  7291d1b2
20 Feb, 2026 1 commit

[Bugfix] Fix benchmark_fused_collective crash on CustomOp init (#34665) · 648951a9

Mayank Ketkar authored Feb 19, 2026


Signed-off-by: Mayank Ketkar <mketkar@zoox.com>
Signed-off-by: Mayank Ketkar <mayket04@gmail.com>
Co-authored-by: Mayank Ketkar <mketkar@zoox.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

648951a9

13 Feb, 2026 1 commit
- [Perf] fused_moe: add int4_w4a16 benchmark support and tuning config (#34130) · 934acdde
  Matthias Gehre authored Feb 13, 2026
```
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
```
  934acdde
12 Feb, 2026 1 commit
- [Refactor] Replace `activation: str` with `MoEActivation` enum (#33843) · ff1f83b0
  Michael Goin authored Feb 11, 2026
```
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
```
  ff1f83b0
11 Feb, 2026 1 commit
- [Bugfix] Fix benchmark_moe.py inplace assertion with torch >= 2.9 (#34149) · 7a048ee6
  Matthias Gehre authored Feb 11, 2026
```
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
```
  7a048ee6
09 Feb, 2026 2 commits
- [Kernel] FlashInfer: switch allreduce fusion to unified API (#33985) · d4f123cc
  Mohammad Miadh Angkad authored Feb 09, 2026
```
Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
```
  d4f123cc
- [Model] GLM adaptation (#34124) · 978a37c8
  Jee Jee Li authored Feb 09, 2026
  
  978a37c8
06 Feb, 2026 1 commit
- [Refactor] Remove align block size logic in `moe_permute` (#33449) · 77c09e11
  Wentao Ye authored Feb 06, 2026
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  77c09e11
02 Feb, 2026 1 commit
- Add unpermute-aware fused MoE LoRA path (#32655) · 7320ca39
  Runkai Tao authored Feb 01, 2026
```
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
```
  7320ca39
31 Jan, 2026 2 commits

[Misc] Replace deprecated interface seed_everything (#33474) · 68feb76a
Roy Wang authored Jan 31, 2026
```
Signed-off-by: esmeetu <jasonailu87@gmail.com>
```
68feb76a

Add support for Mistral Large 3 inference with Flashinfer MoE (#33174) · f0bca83e

Dimitrios Bariamis authored Jan 31, 2026

Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>

f0bca83e

28 Jan, 2026 2 commits

[Quantization][Deprecation] Remove Marlin 24 (#32688) · af9b69f9

Robert Shaw authored Jan 28, 2026


Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

af9b69f9

[Quantization][Deprecation] Remove BitBlas (#32683) · 247d1a32

Robert Shaw authored Jan 28, 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>

247d1a32

27 Jan, 2026 2 commits

[AMD][QWEN3-NEXT] FP8 Tunings (#32042) · da8d0c44
Lifan Shen authored Jan 27, 2026
```
Signed-off-by: Lifan Shen <lifans@meta.com>
```
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 1 commit
- [Refactor] Remove unused `_moe_permute` function (#33108) · 8f987883
  Wentao Ye authored Jan 26, 2026
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  8f987883
25 Jan, 2026 1 commit
- [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520) · fcb9df99
  Roberto L. Castro authored Jan 25, 2026
```
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
```
  fcb9df99
23 Jan, 2026 2 commits
- [Refactor] Rename `gptq_marlin` to `marlin` to match MoE (#32952) · 4561f139
  Michael Goin authored Jan 23, 2026
```
Signed-off-by: mgoin <mgoin64@gmail.com>
```
  4561f139
- [Bug] Fix benchmark script `moe_permute_unpermute` (#32949) · dfab5f37
  Wentao Ye authored Jan 23, 2026
```
Signed-off-by: yewentao256 <zhyanwentao@126.com>
```
  dfab5f37
22 Jan, 2026 1 commit
- [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619) · d08b356e
  Xin Yang authored Jan 22, 2026
```
Signed-off-by: Xin Yang <xyangx@amazon.com>
```
  d08b356e
21 Jan, 2026 4 commits
- [Kernel] Add topk_sigmoid kernel (#31246) · 63227acc
  Xin Yang authored Jan 21, 2026
```
Signed-off-by: Xin Yang <xyangx@amazon.com>
```
  63227acc
- Add missing import of fused_topk to benchmark_moe (#32784) · f9995398
  danisereb authored Jan 21, 2026
```
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
```
  f9995398
- [PluggableLayer][1/N] Define PluggableLayer (Fix ci) (#32744) · 1861ae8a
  whx authored Jan 22, 2026
```
Signed-off-by: whx-sjtu <2952154980@qq.com>
```
  1861ae8a
- [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) · 42135d68
  Robert Shaw authored Jan 21, 2026
  
  42135d68
19 Jan, 2026 1 commit

[GLM-4.7] GLM Model support for GLM-Lite (#31386) · 71832ba7

Yuxuan Zhang authored Jan 19, 2026


Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: Yuxuan Zhang <2448370773@qq.com>

71832ba7

12 Jan, 2026 1 commit
- [cpu][bench] Add Fused MoE Micro Benchmark for CPU Backend (#32092) · 5e034f2e
  Andika Rachman authored Jan 12, 2026
```
Signed-off-by: andikarachman <andika.rachman.y@gmail.com>
```
  5e034f2e
09 Jan, 2026 1 commit
- [1/N][Attention] Restructure attention: move files (#31916) · 2612ba92
  Matthew Bonanni authored Jan 09, 2026
```
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
```
  2612ba92
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

06 Jan, 2026 2 commits
- [Misc] Use `deprecated` for `seed_everything` (#31780) · db318326
  Cyrus Leung authored Jan 06, 2026
```
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
```
  db318326
- [cpu][bench] Add CPU paged attention benchmarks (#31720) · 799b5721
  Fadi Arafeh authored Jan 06, 2026
```
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
```
  799b5721