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244 Commits

Author SHA1 Message Date
Maral
2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892) 
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
 2026-04-09 08:50:39 +08:00
Jackmin801
a776a48b1c [MoE] Move DEEP_GEMM into experts/ subdirectory (#39005) 
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-04-08 19:23:08 +00:00
Xin Yang
9bd7231106 Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-04-01 22:02:32 -07:00
Zhanda Zhu
c75a313824 [Perf] triton bilinear_pos_embed kernel for ViT (#37948) 
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
 2026-04-01 01:52:02 -07:00
Liwen
171775f306 Fix Device Index for ROCm Ray Workers in MoE Benchmark (#38108) 
Signed-off-by: Liwen <53441624+li-liwen@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-28 08:27:11 +00:00
Jee Jee Li
2bfbdca23c [Bugfix] Fix benchmark_fused_collective.py (#38082) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-03-25 23:51:00 -07:00
Wentao Ye
0ef7f79054 [Perf] Add tuned triton moe config for Qwen3.5 H200, 9.9% E2E throughput improvement (#37340) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-03-18 14:18:34 -04:00
Xin Yang
b1169d7be8 [Kernel] Add gpt-oss Router GEMM kernel (#37205) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-18 08:15:56 -07:00
Andrey Talman
68f783a727 [Torch 2.11] Guard torch._C._cpu attribute checks for forward compatibility (#35673) 
Signed-off-by: atalman <atalman@fb.com>
 2026-03-17 18:47:59 +00:00
Kunshang Ji
53ec16a705 [Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-12 07:57:47 -07:00
Yan Ma
894843eb25 replace with torch.cuda.device with with torch.accelerator.device_index (#36144) 
Signed-off-by: Yan Ma <yan.ma@intel.com>
 2026-03-11 23:12:57 -07:00
Roberto L. Castro
580864d81e [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>
 2026-03-09 09:50:36 -07:00
Roberto L. Castro
2b28b9b269 [Attention][Perf] Optimize cp_gather_and_upconvert_fp8_kv_cache - DeepSeek-v3.2 (#35290) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-03-09 09:46:57 -07:00
Jiayi Yan
6a895197fa [Bugfix][CI] fix typos (#34934) 
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>
 2026-03-05 17:05:46 +00:00
Kunshang Ji
66a2209645 [Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-05 10:36:39 +00:00
Kunshang Ji
16d2ad1d38 [Hardware] Replace torch.cuda.empty_cache with torch.accelerator.empty_cache (#30681) 
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>
 2026-03-04 09:49:47 +00:00
Robert Shaw
97995f6376 [MoE Refactor] Create MK for TRTLLM Kernels (#32564) 
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>
 2026-03-03 10:39:50 -08:00
Hanjie Qiu
71dfce6aa6 [Kernel] Refactor FlashInfer allreduce for mnnvl backend (#34109) 
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>
 2026-02-26 03:17:20 +00:00
Michael Goin
22a97e6613 [Perf] Improve default triton fused moe configs (#34846) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-23 16:01:28 -08:00
Jee Jee Li
7291d1b288 [Bugfix] Fix kernel benchmark (#33752) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-22 21:18:08 -08:00
Mayank Ketkar
648951a9c3 [Bugfix] Fix benchmark_fused_collective crash on CustomOp init (#34665) 
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>
 2026-02-19 19:01:00 -05:00
Matthias Gehre
934acddef9 [Perf] fused_moe: add int4_w4a16 benchmark support and tuning config (#34130) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-02-13 00:14:27 -08:00
Michael Goin
ff1f83b056 [Refactor] Replace activation: str with MoEActivation enum (#33843) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2026-02-11 17:29:32 -08:00
Matthias Gehre
7a048ee65f [Bugfix] Fix benchmark_moe.py inplace assertion with torch >= 2.9 (#34149) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
 2026-02-11 03:58:56 +00:00
Mohammad Miadh Angkad
d4f123cc48 [Kernel] FlashInfer: switch allreduce fusion to unified API (#33985) 
Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
 2026-02-09 15:43:24 +00:00
Jee Jee Li
978a37c823 [Model] GLM adaptation (#34124) 2026-02-09 17:32:52 +08:00
Wentao Ye
77c09e1130 [Refactor] Remove align block size logic in moe_permute (#33449) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-06 10:57:06 -08:00
Runkai Tao
7320ca3942 Add unpermute-aware fused MoE LoRA path (#32655) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-02 09:46:09 +08:00
Roy Wang
68feb76a6f [Misc] Replace deprecated interface seed_everything (#33474) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
 2026-01-31 05:38:39 -08:00
Dimitrios Bariamis
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174) 
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>
 2026-01-30 22:48:27 -08:00
Robert Shaw
af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
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>
 2026-01-28 15:54:59 +00:00
Robert Shaw
247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683) 
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>
 2026-01-28 11:06:22 +00:00
Lifan Shen
da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042) 
Signed-off-by: Lifan Shen <lifans@meta.com>
 2026-01-27 09:34:13 +00:00
Robert Shaw
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) 
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>
 2026-01-27 01:28:02 +00:00
Wentao Ye
8f987883cb [Refactor] Remove unused _moe_permute function (#33108) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-26 16:06:45 -05:00
Roberto L. Castro
fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
 2026-01-24 18:45:27 -07:00
Michael Goin
4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-23 16:48:12 -05:00
Wentao Ye
dfab5f3764 [Bug] Fix benchmark script moe_permute_unpermute (#32949) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-23 16:18:56 -05:00
Xin Yang
d08b356ee0 [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-22 15:47:04 -05:00
Xin Yang
63227accf5 [Kernel] Add topk_sigmoid kernel (#31246) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-21 22:49:51 +00:00
danisereb
f999539869 Add missing import of fused_topk to benchmark_moe (#32784) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
 2026-01-21 18:30:10 +00:00
whx
1861ae8aae [PluggableLayer][1/N] Define PluggableLayer (Fix ci) (#32744) 
Signed-off-by: whx-sjtu <2952154980@qq.com>
 2026-01-21 11:38:04 -05:00
Robert Shaw
42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Yuxuan Zhang
71832ba71e [GLM-4.7] GLM Model support for GLM-Lite (#31386) 
Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: Yuxuan Zhang <2448370773@qq.com>
 2026-01-19 01:18:38 -08:00
Andika Rachman
5e034f2e3d [cpu][bench] Add Fused MoE Micro Benchmark for CPU Backend (#32092) 
Signed-off-by: andikarachman <andika.rachman.y@gmail.com>
 2026-01-12 10:03:28 +00:00
Matthew Bonanni
2612ba9285 [1/N][Attention] Restructure attention: move files (#31916) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-09 13:10:24 -08:00
Robert Shaw
9f6dcb71ae [MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692) 
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>
 2026-01-08 03:46:27 +00:00
Robert Shaw
5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Cyrus Leung
db318326a5 [Misc] Use deprecated for seed_everything (#31780) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-06 11:29:55 +00:00
Fadi Arafeh
799b5721f6 [cpu][bench] Add CPU paged attention benchmarks (#31720) 
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
 2026-01-06 10:57:57 +00:00