 Woosuk Kwon
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9c61864bf8
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[DeepSeek] Use torch.mm for bf16xbf16->fp32 gemm (#41300)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-04-30 16:28:57 -07:00 |
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22524f7a92
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[Feat] CPU fp8 attn for AMX/AVX-512 (#39445)
Signed-off-by: Li, Tianmu <tianmu.li@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-04-29 20:43:21 +08:00 |
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+7
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4d51588e23
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[Feat] DeepSeek V4 Rebased (#40860)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
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2026-04-26 18:31:08 -07:00 |
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Wentao Ye
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16688b26a6
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[Perf] Optimize batch invariant with fused rms norm, 2.1% E2E latency improvement (#40413)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-04-21 19:51:03 +00:00 |
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Michael Goin
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a8bffaa133
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[Kernel] Add MXFP4 W4A4 CUTLASS MoE kernel for SM100 (#37463)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-04-17 16:42:32 -07:00 |
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Fadi Arafehandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
|
445b7093fd
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[perf][cpu] Accelerate BF16 GELU with LUT impl on Arm CPUs (#37469)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-15 22:26:17 -07:00 |
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Kaicheng YangandClaude Sonnet 4.6
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4beeb0689c
|
fused qknorm+rope kernel optimization for SM9.0 (#37376)
Signed-off-by: EricccYang <yangyang4991@gmail.com>
Signed-off-by: Kaicheng Yang <53411596+EricccYang@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
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2026-04-12 19:58:37 -07:00 |
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Jee Jee Li
|
ecd1ea1363
|
[Kernel] Porting the TRTLLM minimax_allreduce_rms kernels (#37045)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
|
2026-04-11 00:20:20 +08:00 |
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4a06e1246e
|
[Perf] Batch KV cache swap copies via cuMemcpyBatchAsync (#38460)
Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>
|
2026-04-03 03:13:23 +00:00 |
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Carl Y
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3bc2734dd0
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[Kernel] Fuse FP8 output quantization into merge_attn_states (#36518)
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
|
2026-04-03 01:47:04 +00:00 |
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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 |
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Monishver
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c09ad767cd
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Feature/silu block quant fusion v1 (#32996)
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
|
2026-04-01 18:50:43 +00:00 |
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Elvir CrnčevićandTyler Michael Smith
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0fab52f0aa
|
Fix NaN from stale FP4 scale padding in create_fp4_scale_tensor (#38148)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
|
2026-03-31 19:14:59 -07:00 |
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Olya Kozlova
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598190aac3
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[fix] Remove trtllm ragged mla prefills (#36540)
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
|
2026-03-31 12:30:27 -07:00 |
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Yintong Lu
|
f09daea261
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[CPU] Support int8 compute mode in CPU AWQ (#35697)
Signed-off-by: Yintong Lu <yintong.lu@intel.com>
|
2026-03-31 15:27:37 +08:00 |
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bcc6f67447
|
[Bugfix] Use null block (0) for padded block table entries (#35431)
Signed-off-by: SandishKumarHN <sandish@fb.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
|
2026-03-30 14:02:51 -07:00 |
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Kyle Sayers
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38364a7e32
|
[Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
|
2026-03-23 16:03:29 -04:00 |
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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 |
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Michael Goin
|
09e4576f65
|
[Kernel] Add non-gated support for NVFP4 CUTLASS MoE (#37320)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-03-17 18:12:04 -04:00 |
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Terry Gao
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3e6a1e1686
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[Custom Ops] Add functional + out variant for scaled_fp4_quant (#34389)
Signed-off-by: tianrengao <terrygao87@gmail.com>
|
2026-03-16 18:51:46 -04:00 |
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9556af87d5
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[torch.compile] Add support for non-contiguous fused RMSNorm + group quant (#36551)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: ProExpertProg <11367180+ProExpertProg@users.noreply.github.com>
|
2026-03-11 10:56:55 -07:00 |
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Roberto L. Castro
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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>
|
2026-03-09 09:50:36 -07:00 |
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Jiayi YanandHarry Mellor
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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>
|
2026-03-05 17:05:46 +00:00 |
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EdalatiAliandMichael Goin
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cb21972a97
|
[Kernel] Integrate SM100 MXFP8 blockscaled grouped MM and quant kernels (#34448)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
|
2026-03-01 23:31:19 -08:00 |
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Asaf Gardin
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bbf81f9a92
|
[Mamba1] - Kernel Level Chunk Alignment for Prefix Caching (#34798)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
|
2026-03-01 20:40:23 +08:00 |
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Ma Jianandjiang1.li
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90805ff464
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[CI/Build] CPU release supports both of AVX2 and AVX512 (#35466)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Co-authored-by: jiang1.li <jiang1.li@intel.com>
|
2026-02-28 04:35:21 +00:00 |
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roikoren755
|
38c498b8e3
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[Performance] Cublas Bf16 Gate with Fp32 Output (#35121)
Signed-off-by: Roi Koren <roik@nvidia.com>
|
2026-02-26 16:51:28 -08:00 |
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Tyler Michael SmithandClaude Opus 4.6
|
eb19955c37
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[WideEP] Remove pplx all2all backend (#33724)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
|
2026-02-26 14:30:10 -08:00 |
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Robert ShawandRobert Shaw
|
8435b2e049
|
[ModelBash][DSV3] Add TRTLLM DSV3 Router GEMM kernel (6% B1 Speedup) (#34302)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
|
2026-02-23 14:02:26 +00:00 |
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Robert ShawandRobert Shaw
|
6874638bc4
|
[Model Bash] DeepSeek R1 BF16 Min Latency QKV A GEMM (0.5% E2E Speedup) (#34758)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
|
2026-02-18 07:42:36 -08:00 |
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ElizaWszolaandLuka Govedič
|
a88b3be7c4
|
[Bugfix] Fix quant RMS norm fusion for quantization with TMA-aligned scales (#33255)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
|
2026-02-17 23:35:04 -08:00 |
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Li, Jiang
|
05339a7b20
|
[Bugfix][CPU] Fix llama4 inference on CPU (#34321)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
|
2026-02-11 19:07:23 +08:00 |
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Gregory Shtrasberg
|
31aedfe7d6
|
[Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
|
2026-01-30 19:05:23 -06:00 |
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Michael Goin
|
1bd47d6e5a
|
[Bugfix] Register fp8 cutlass_group_gemm as supported for only SM90+SM100 (#33285)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-01-28 18:40:59 -08:00 |
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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>
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2026-01-28 15:54:59 +00:00 |
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dolpm
|
58a05b0ca1
|
[fix] CPUDNNLGEMMHandler pointer baked into inductor artifact (#32913)
Signed-off-by: dolpm <34420038+dolpm@users.noreply.github.com>
|
2026-01-26 16:59:44 -05:00 |
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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 |
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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 |
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rasmithandRandall Smith
|
6cc6d92be5
|
[CI][AMD][BugFix] Update wvSplitK (and other skinny_gemm wrappers) to ensure tensors passed will be made contiguous for the kernel (#32831)
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
|
2026-01-23 13:35:48 -08:00 |
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Or Ozeri
|
421012b63a
|
OffloadingConnector: Support kernel_block_size != block_size (#30692)
Signed-off-by: Or Ozeri <oro@il.ibm.com>
|
2026-01-22 12:30:04 +00:00 |
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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 |
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Wentao Ye
|
eebc58df0c
|
[Refactor] Remove unused cutlass moe problem size function (#32047)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
|
2026-01-18 12:46:59 -08:00 |
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tjp_zjuandWentao Ye
|
2f03035a61
|
"refactor: refactor_repeated_interfaces" (#32486)
Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
|
2026-01-18 22:07:01 +08:00 |
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Hashem Hashemi
|
7a1030431a
|
Atomics Reduce Counting Optimization for SplitK Skinny GEMMs. (#29843)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
|
2026-01-16 11:45:04 -06:00 |
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|
Roberto L. Castro
|
8ef50d9a6b
|
[Kernel][Performance] Enable smaller Scaling Factor tiling for NVFP4 small-batch decoding (#30885)
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>
|
2026-01-13 15:22:53 -08:00 |
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|
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80fead8bf6
|
Fuse RoPE and MLA KV-cache write (#25774)
Signed-off-by: Patryk Saffer <patryk.saffer99@gmail.com>
Signed-off-by: PatrykSaffer <patryk.saffer@mistral.ai>
Co-authored-by: Patryk Saffer <patryk.saffer99@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
|
2026-01-09 19:18:37 -08:00 |
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|
Lucas Wilkinson
|
0a0aa07747
|
[Quant] Make static quant support all group shapes (#30833)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
|
2026-01-09 12:49:27 -08:00 |
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Wentao YeandLuka Govedič
|
308feab33f
|
[Perf] Optimize cutlass moe problem size calculation, 5.3% E2E Throughput improvement, 2.2% TTFT improvement (#31830)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
|
2026-01-09 11:13:43 -08:00 |
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Michael Goin
|
34cd32fe30
|
[Perf][Kernel] Fused SiLU+Mul+Quant kernel for NVFP4 cutlass_moe (#31832)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
|
2026-01-09 07:40:33 -07:00 |
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Jinzhen LinandMichael Goin
|
2f4bdee61e
|
[Quantization][MoE] remove unused ep logic from moe marlin (#31571)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
|
2026-01-06 09:07:19 -08:00 |
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