Commit Graph
2009 Commits
Author SHA1 Message Date
tianshu-Michael-yu a197eda9c3 Add tuned H100 MoE configs for LFM2 8B and 24B (#36699) 2026-03-10 21:22:02 -07:00
Augusto Yao b386bb3d7c fix bugs when token_classify & classify run concurrently (#36614)
Signed-off-by: augusto.yjh <augusto.yjh@antgroup.com>
2026-03-10 20:16:34 -07:00
Wei ZhaoandRobert Shaw 84e436ed1c [Bug] Fix TRTLLM Block FP8 MoE Monolithic (#36296)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-03-10 22:04:47 -04:00
Hashem Hashemi 721ae79f50 Improvements to wvSplitKrc skinny GEMM solution (#34304)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
2026-03-10 09:14:27 -07:00
amirkl94 156e33553c Fix: Re-Enable EP for trtllm MoE FP8 backend (#36494)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
2026-03-09 23:11:27 -07:00
+12
Shaun KoteknvnbagrovSagedaniserebJiangyun ZhuKunshang Jicopilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>Harry MellorWentao Yegemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Weiguang LiClaude Opus 4.6Li, Jiang <jiang1.li@intel.com>wang.yuqiAlex BrooksCyrus Leungcong-orTushar ShettyliuzhenweiXin YangKevin H. LuuIsotr0py
fa028207aa Fix/resupport nongated fused moe triton (#36412)
Signed-off-by: Shaun Kotek - Nvidia <skotek@nvidia.com>
Signed-off-by: Natan Bagrov <nbagrov@nvidia.com>
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Signed-off-by: liweiguang <codingpunk@gmail.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: Alex Brooks <albrooks@redhat.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: cong-or <conchubhar.gannon@gmail.com>
Signed-off-by: Tushar Shetty <tushar.shetty@abbyy.com>
Signed-off-by: Tushar Shetty <54362365+tusharshetty61@users.noreply.github.com>
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Kevin H. Luu <khluu000@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: nvnbagrov <nbagrov@nvidia.com>
Co-authored-by: Sage <80211083+sagearc@users.noreply.github.com>
Co-authored-by: danisereb <daserebrenik@nvidia.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Weiguang Li <codingpunk@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: Alex Brooks <albrooks@redhat.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: cong-or <conchubhar.gannon@gmail.com>
Co-authored-by: Tushar Shetty <54362365+tusharshetty61@users.noreply.github.com>
Co-authored-by: liuzhenwei <zhenwei.liu@intel.com>
Co-authored-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-03-09 11:01:18 -07:00
Taoyu Zhu 70485a11bd [ROCM] Optimize the fused_topk_bias to use aiter instead of fallback torch ops. (#36253)
Signed-off-by: zhutaoyu <zhutaoyu97@gmail.com>
2026-03-09 11:30:35 -05:00
Matthew Bonanni 77a73458e3 Reapply [Attention] Refactor check_and_update_config (#35122)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-03-09 07:17:14 -07:00
Xin Yang dc6b578466 [Kernel] Add fused_sigmoid_gating_delta_rule_update kernel for Qwen3 Next (#35777)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-03-08 23:41:01 -07:00
danisereb 0a6a3a1290 Add support for ModelOpt MXFP8 MoE models (#35986)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-03-08 13:00:05 -07:00
Wei Zhao 379689d533 [Perf] Support FP8 KV cache for Flashinfer MLA Sparse (#35891) 2026-03-07 13:51:54 -08:00
Itay Alroy 24a03915f5 mla: don't update kv cache on dummy forwards (#36282)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
2026-03-07 00:36:00 +00:00
eellison f3c6c9c9d7 [CustomOp] CustomOp FusedRMSNormGated (#35877)
Signed-off-by: Elias Ellison <elias.ellison@gmail.com>
Signed-off-by: eellison <elias.ellison@gmail.com>
2026-03-06 10:53:37 -08:00
Yanhong Li a911f4dd20 [Model] Add support for OLMo Hybrid (#32550) 2026-03-05 14:51:06 -05:00
Xin Yang f917020983 [Perf] Optimize FusedMoEModularKernel output tensor using torch.empty (#35794)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-03-05 13:47:53 -05:00
tomeras91 86483ca774 [Bugfix] Disable FlashInfer TRTLLM BF16 path for non-gated MoE (#36146)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
2026-03-05 09:49:05 -08:00
Jiayi YanandHarry Mellor 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
Shanshan Shen 562339abc3 [Misc] Support OOT linear method registering (#35981)
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-03-04 22:25:56 +00:00
amitz-nv d7adcadb9b [Bugfix] Fix passing of activation_type to trtllm fused MoE NVFP4 and FP8 (#36017)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
2026-03-04 22:23:51 +00:00
tomeras91 7faba503c4 [Kernel][Mamba] Optimize Mamba2 SSD prefill Triton kernels (#35397)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
2026-03-04 19:47:17 +01:00
6cb901093f [Core] Add All-to-All communication backend for DCP (#34883)
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Signed-off-by: sungsoo ha <hasungsoo@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-03-04 10:01:57 -05:00
Kunshang JiandHarry Mellor 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
Chuan (Richard) Li 5dc3538736 [ROCm][Bugfix] Fall back from CK MXFP4 MoE when GEMM dimensions are unsupported (#35893)
Signed-off-by: Li <chuali@amd.com>
2026-03-04 08:30:54 +00:00
xjxandIsotr0py 9a9d442464 Enable bnb for multiple indices weight (#35838)
Signed-off-by: xjx <493337577@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-03-04 01:46:47 +00:00
bnellnmandRobert Shaw a9b8b13e5c [Bugfix] Fix misnamed parameter in compressed_tensors_moe.py (#35813)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-03-03 16:29:57 -05:00
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
Lucas WilkinsonandMatthew Bonanni 28ef9ba399 [BugFix] Add support for MTP num_speculative_tokens > 1 with sparse MLA (#34552)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-03-03 07:21:57 -08:00
lin-shh 35a6f0bfe2 [Misc] Fix typos in comments: explict→explicit, paramaters→parameters (#35648) 2026-03-02 21:59:14 -08:00
Turner Jabbour 4034c3d32e [Core] Move test utility to test file (#35672)
Signed-off-by: Turner Jabbour <doubleujabbour@gmail.com>
2026-03-02 10:56:03 -05:00
d9c7730877 [Performance] Extract kv update ops from MLA attention backends (#34627)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Di Wu <dw2761@nyu.edu>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-03-02 10:43:19 -05:00
Kunshang Ji 92f5d0f070 [XPU] fix mxfp4 activation type (#35691)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-03-02 11:48:39 +08:00
8b5014d3dd [Attention] FA4 integration (#32974)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2026-03-01 23:44:57 +00:00
Richard Zou e82fbeec7b [torch.compile] Undo the fast_moe_cold_start hack in torch>=2.11 (#35475)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-03-01 21:44:22 +00:00
haosdent 6290470843 [Bugfix] Fix dtype mismatch in RMSNormGated.forward_native() during torch.compile (#35256)
Signed-off-by: haosdent <haosdent@gmail.com>
2026-03-01 15:14:46 -05:00
Seungho Yoon 5a435507d8 fix(mxfp4): return is_monolithic=False when LoRA is enabled for Triton backend (#35382)
Signed-off-by: Seungho Yoon <yoonsnowdev@gmail.com>
2026-03-01 09:59:30 -05:00
Asaf Gardin 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
Isotr0py e94b263bd6 [Chore] Cleanup BNB utilization dead code (#35620)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-02-28 19:22:41 +00:00
Wentao YeandCyrus Leung e113a30113 [Deprecation] Deprecate code in 0.17 as scheduled (#35441)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-02-28 17:32:37 +00:00
Chauncey 7e08c22b8c [Feat] Add CUDA torch fallbacks for fp8_mqa_logits/fp8_paged_mqa_logits_torch function (#35271)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2026-02-28 10:12:00 +00:00
Hashem Hashemi 7600642eae Add padding support to wvSplitK solution for skinny GEMMs (#33762)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
2026-02-28 09:02:05 +00:00
dea268336f [1/N] Elastic EP Milestone 2 (#34861)
Signed-off-by: Yongji Wu <wuyongji317@gmail.com>
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Ron Tourgeman <rtourgeman@nvidia.com>
Co-authored-by: Yongji Wu <wuyongji317@gmail.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Ron Tourgeman <rtourgeman@nvidia.com>
2026-02-28 04:46:42 +00:00
d5b6f3ba36 [ROCm][Quantization] Add Composable Kernel (CK) backend support for M… (#34301)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
2026-02-28 03:37:01 +00:00
Jakub Zakrzewski 1f3dbd95fd [Bugfix][Model] Fix gpt-oss batch invariance (#35404)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
2026-02-27 20:41:24 +00:00
TibandtibG 6467b635b6 [Bugfix] Add missing activation attr to RMSNormGated (#35423)
Signed-off-by: tibG <naps@qubes.milou>
Co-authored-by: tibG <naps@qubes.milou>
2026-02-27 12:53:35 +00:00
9c3fe9936b Flashinfer cuDNN backend for Qwen3 VL ViT attention (#34580)
Signed-off-by: Max Hu <maxhu@nvidia.com>
Signed-off-by: Max Hu <hyoung2991@gmail.com>
Co-authored-by: Max Hu <maxhu@nvidia.com>
Co-authored-by: Shang Wang <shangw@nvidia.com>
2026-02-27 20:20:23 +08:00
Chengyi NieandChengyi Nie a572baff5e [Model Performance] Add Qwen3MoE tuned MoE configs for H200 (#35457)
Signed-off-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Chengyi Nie <cnie@roblox.com>
2026-02-27 13:51:14 +08:00
zofiaandKunshang Ji 516cf26698 [Bug] correct out dtype of rms_norm_gated native path (#35369)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-27 05:19:51 +00:00
roikoren755 38c498b8e3 [Performance] Cublas Bf16 Gate with Fp32 Output (#35121)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-02-26 16:51:28 -08:00
Pavani Majety 6283021142 [Bugfix] Fix KV Scale loading for MLA Models (#35430)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-02-26 23:38:19 +00:00
Aleksandr MalyshevandAleksandr Malyshev 01923eec70 [ROCm][Quantization] GPT OSS Upstream MoE wmxfp4_afp8 with static scales (#30357)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-02-26 16:50:16 -06:00