 Amanzhol SalykovandGitHub
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725c3bc808
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[ROCm][Perf] Enable W4A16 FlyDSL MoE (#44400)
Signed-off-by: amd-asalykov <asalykov@amd.com>
Signed-off-by: Amanzhol Salykov <asalykov@amd.com>
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2026-06-14 00:14:39 -07:00 |
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+1        
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eb28452b10
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[Model] Add DiffusionGemma Support (#45163)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Martin Kukla <martin.kukla@cantab.net>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Dipika Sikka <dsikka@redhat.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Alec Kohlhoff <134344302+aleckohlhoff@users.noreply.github.com>
Co-authored-by: Porras Huang <20535584+porrashuang@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: scoootscooob <167050519+scoootscooob@users.noreply.github.com>
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2026-06-11 22:17:35 -07:00 |
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 bnellnmandGitHub
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dc68bd8c41
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[MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-06-08 10:42:58 -04:00 |
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 Qiuyang YueandGitHub
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9c7f7741d4
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[Bugfix] Fix benchmark_moe.py after inplace mechanism removal (#44041)
Signed-off-by: Qiuyang Yue <yueqiuyang1389@gmail.com>
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2026-06-07 00:32:00 -04:00 |
|
 
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559d6710bf
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[PERF]MiniMax-M2 gate kernel (#38445)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: qianlihuang <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
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2026-05-29 18:28:34 -07:00 |
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 Wentao YeandGitHub
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64e1218673
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[Perf] Optimize moe permute by pre-allocate buffer, 9~14% kernel performance improvement (#43014)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-28 06:18:26 -07:00 |
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 Jee Jee LiandGitHub
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ec5de7fa7d
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[LoRA] Add one shot triton kernel For MoE LoRA (#42290)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-05-25 19:47:04 -07:00 |
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 Jee Jee LiandGitHub
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d4004455d2
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[Kernel] Remove NormGateLinear (#43554)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-05-25 09:49:19 +00:00 |
|
 
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d56285c747
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Tuning script and configs for Triton Mamba SSU kernel (#43083)
Signed-off-by: Banani Ghosh <bg2502@nyu.edu>
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Co-authored-by: Banani Ghosh <bg2502@nyu.edu>
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2026-05-24 20:12:44 +03:00 |
|
 
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f351455f0f
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[CPU][RISC-V] Add RVV-optimized attention kernels for RISC-V Vector Extension (#40119)
Signed-off-by: liuyudong <liuyudong@iscas.ac.cn>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-05-15 12:08:23 +08:00 |
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![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png)  
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0a65d46628
|
[DSV4] Fuse norm and router for low latency scenario (#41263)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: jeejeelee <jeejeelee@verda-b300-05.datacrunch.io>
Co-authored-by: jeejeelee <jeejeelee@verda-b300-05.datacrunch.io>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-05-14 05:11:02 -07:00 |
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 bnellnmandGitHub
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6427603ae8
|
[MoE Refactor] Move remaining experts classes to experts directory (#42334)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-05-12 09:19:46 -04:00 |
|
 
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5d5c776444
|
[Perf] FP8 FlashInfer Attn for ViT (#38065)
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
Co-authored-by: Yubo Gao <ybgao-nvidia@users.noreply.github.com>
|
2026-04-27 13:44:15 +08:00 |
|
 
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079a4cf399
|
[MoE] Move cutlass moe to fused_moe/experts/ (#40574)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
|
2026-04-24 06:05:49 +00:00 |
|
  
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fe5c115ee4
|
[vLLM IR] Add IR op testing and benchmarking infrastructure (#40167)
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: Theresa Shan <Theresa.Shan@amd.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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2026-04-21 00:23:03 +00:00 |
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 Yan MaandGitHub
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ec68d53b2b
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Add platform manual_seed_all API (#38468)
Signed-off-by: Yan Ma <yan.ma@intel.com>
|
2026-04-10 13:43:50 +08:00 |
|
 MaralandGitHub
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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 |
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a776a48b1c
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[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>
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2026-04-08 19:23:08 +00:00 |
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 Xin YangandGitHub
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9bd7231106
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Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778)
Signed-off-by: Xin Yang <xyangx@amazon.com>
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2026-04-01 22:02:32 -07:00 |
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 Zhanda ZhuandGitHub
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c75a313824
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[Perf] triton bilinear_pos_embed kernel for ViT (#37948)
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
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2026-04-01 01:52:02 -07:00 |
|
 
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171775f306
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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>
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2026-03-28 08:27:11 +00:00 |
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 Jee Jee LiandGitHub
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2bfbdca23c
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[Bugfix] Fix benchmark_fused_collective.py (#38082)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-03-25 23:51:00 -07:00 |
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 Wentao YeandGitHub
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0ef7f79054
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[Perf] Add tuned triton moe config for Qwen3.5 H200, 9.9% E2E throughput improvement (#37340)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-03-18 14:18:34 -04:00 |
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 Xin YangandGitHub
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b1169d7be8
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[Kernel] Add gpt-oss Router GEMM kernel (#37205)
Signed-off-by: Xin Yang <xyangx@amazon.com>
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2026-03-18 08:15:56 -07:00 |
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 Andrey TalmanandGitHub
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68f783a727
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[Torch 2.11] Guard torch._C._cpu attribute checks for forward compatibility (#35673)
Signed-off-by: atalman <atalman@fb.com>
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2026-03-17 18:47:59 +00:00 |
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 Kunshang JiandGitHub
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53ec16a705
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[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>
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2026-03-12 07:57:47 -07:00 |
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 Yan MaandGitHub
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894843eb25
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replace with torch.cuda.device with with torch.accelerator.device_index (#36144)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-03-11 23:12:57 -07:00 |
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 Roberto L. CastroandGitHub
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580864d81e
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[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>
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2026-03-09 09:50:36 -07:00 |
|
 
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2b28b9b269
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[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>
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2026-03-09 09:46:57 -07:00 |
|
 
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6a895197fa
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[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>
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2026-03-05 17:05:46 +00:00 |
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 Kunshang JiandGitHub
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66a2209645
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[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-03-05 10:36:39 +00:00 |
|
 
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16d2ad1d38
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[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>
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2026-03-04 09:49:47 +00:00 |
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97995f6376
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[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>
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2026-03-03 10:39:50 -08:00 |
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71dfce6aa6
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[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>
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2026-02-26 03:17:20 +00:00 |
|
 
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22a97e6613
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[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>
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2026-02-23 16:01:28 -08:00 |
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 Jee Jee LiandGitHub
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7291d1b288
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[Bugfix] Fix kernel benchmark (#33752)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-02-22 21:18:08 -08:00 |
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648951a9c3
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[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>
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2026-02-19 19:01:00 -05:00 |
|
 
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934acddef9
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[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>
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2026-02-13 00:14:27 -08:00 |
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 Michael GoinandGitHub
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ff1f83b056
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[Refactor] Replace activation: str with MoEActivation enum (#33843)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
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2026-02-11 17:29:32 -08:00 |
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 Matthias GehreandGitHub
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7a048ee65f
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[Bugfix] Fix benchmark_moe.py inplace assertion with torch >= 2.9 (#34149)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
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2026-02-11 03:58:56 +00:00 |
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 Mohammad Miadh AngkadandGitHub
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d4f123cc48
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[Kernel] FlashInfer: switch allreduce fusion to unified API (#33985)
Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
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2026-02-09 15:43:24 +00:00 |
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 Jee Jee LiandGitHub
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978a37c823
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[Model] GLM adaptation (#34124)
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2026-02-09 17:32:52 +08:00 |
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 Wentao YeandGitHub
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77c09e1130
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[Refactor] Remove align block size logic in moe_permute (#33449)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-02-06 10:57:06 -08:00 |
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 Runkai TaoandGitHub
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7320ca3942
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Add unpermute-aware fused MoE LoRA path (#32655)
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
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2026-02-02 09:46:09 +08:00 |
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 Roy WangandGitHub
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68feb76a6f
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[Misc] Replace deprecated interface seed_everything (#33474)
Signed-off-by: esmeetu <jasonailu87@gmail.com>
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2026-01-31 05:38:39 -08:00 |
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f0bca83ee4
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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>
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2026-01-30 22:48:27 -08:00 |
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af9b69f977
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[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>
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2026-01-28 15:54:59 +00:00 |
|
 
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247d1a32ea
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[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>
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2026-01-28 11:06:22 +00:00 |
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 Lifan ShenandGitHub
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da8d0c441a
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[AMD][QWEN3-NEXT] FP8 Tunings (#32042)
Signed-off-by: Lifan Shen <lifans@meta.com>
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2026-01-27 09:34:13 +00:00 |
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5a93b9162b
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[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>
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2026-01-27 01:28:02 +00:00 |
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