Commit Graph
2212 Commits
Author SHA1 Message Date
Asaf Gardin ad2b1277f9 [Quantization] Consolidate experts_int8 with fp8 online quantization (#38463)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-04-16 13:12:20 -07:00
roikoren755 b897f00c9c Gate SSU dispatch setup (#40039)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-04-16 13:06:01 -07:00
Fadi Arafehandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 445b7093fd [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>
2026-04-15 22:26:17 -07:00
vllmellm 5f7fab881a [ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-04-16 09:55:29 +08:00
zofia fc701c8058 [XPU][MXFP4] add mxfp4 quant op for XPU (#39857)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-04-15 12:28:19 +00:00
Zhenzhong Xu 60995c05b4 [Quantization][Autoround][CPU] Add W4A16 Support (#38192)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
2026-04-15 18:38:31 +08:00
f4b42df048 [Attention Backend] TurboQuant: 2-bit KV cache compression with 4x capacity (#38479)
Signed-off-by: vibhavagarwal5 <vibhavagarwal5@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Xinyu Chen <xinyu1.chen@intel.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-04-14 19:57:13 -07:00
Michael GoinandClaude 65b9808960 [Bugfix] Disable FlashInfer CUTLASS MoE on SM121 (DGX Spark) (#39825)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-14 16:03:57 -07:00
bnellnm 19ec9a0a62 [MoE Refactor] Refactor ZeroExpertFusedMoE into new framework (#35549)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-14 16:11:20 -04:00
Jackmin801andRobert Shaw 1a9353bb02 [MoE] Move GPT OSS Triton kernel experts into fused_moe/experts/ (#39007)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-04-14 19:27:39 +00:00
roikoren755 ecf5ff7ce3 [Mamba] Flashinfer selective_state_update (#36162)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-04-14 15:10:58 -04:00
danielafrimiandroot 240f2636ca [Kernel] Support TRTLLM GEN NVFP4 MoE for non-512-aligned hidden dims via weight padding (#39510)
Signed-off-by: root <root@lyris0017.lyris.clusters.nvidia.com>
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@lyris0017.lyris.clusters.nvidia.com>
2026-04-14 11:49:56 -07:00
Albert ChengAlbert ChengMichael Goingemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
dc8df110bc add warning when FP8 KV cache misses prefill query quantization (#39752)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Albert Cheng (Engrg-Hardware 1) <albecheng@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-14 14:43:05 -04:00
Hexiang Wang f02b3269e7 [PluggableLayer][3/N] Apply PluggableLayer to moe-related layers. (#33556)
Signed-off-by: whx-sjtu <2952154980@qq.com>
2026-04-14 09:55:00 -04:00
bnellnmandRobert Shaw e1e318af01 [MoE Refactor] Remove MoE DP chunking (#39107)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-14 09:48:05 -04:00
fxmarty-amd 4eee77b877 [fix][MOE] Fix MOE experts intermediate_size dimension not being narrowed before weight loading (#39688)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-04-14 09:35:28 +00:00
Monishvermergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Nicolò Lucchesi
8213e8f880 Bug/test eagle dp v0 (#38938)
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
2026-04-13 20:50:08 +00:00
Tyler Michael SmithandClaude Opus 4.6 f72b20976c [Bugfix] Reject non-nvfp4 dtypes when using the flashinfer_nvlink_one_sided all2all backend (#39717)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-13 19:13:51 +00:00
Yongye Zhu 739e5945dc [Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-13 12:53:58 -04:00
Santino Ramos 4d042ed85f [Bugfix] Fix tensor shape mismatch in sparse attention with speculative decoding (#39542)
Signed-off-by: Santino Ramos <santinor@inferact.ai>
2026-04-13 08:57:38 -07:00
Yi Liu d8ddb31644 [Bugfix][CT] Fix KV cache scale handling (#39418)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-04-13 10:50:16 -04:00
fa6ae31177 feat: rename logit_bias/logit_scale to logit_mean/logit_sigma for affine score calibration (#39530)
Signed-off-by: Jesus Federico <jefp@amazon.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-13 04:43:44 +00:00
Le Yang 21fab0a3db fix(moe): fix RoutedExpertsCapturer assertion failure with DP>1 and MK path (#37879) 2026-04-12 10:28:17 -04:00
EdalatiAli df1e30e74b [Quant] add CompressedTensorsW8A8Mxfp8 for linear and MoE layers (#38815)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
2026-04-11 17:21:36 -06:00
d4cb783c10 [Bugfix] Fix GDN FLA kernel crashes with NULL_BLOCK_ID=0 CUDA graph padding (#39064)
Signed-off-by: Vibhav Agarwal <vibhavagarwal5@gmail.com>
Co-authored-by: vibhav-agarwal <vibhav.agarwal@glance.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-11 08:35:19 +00:00
Michael Goin 11e2375fe2 [Refactor] Move MXFP8 GEMM management into MxFp8LinearKernel (#39205)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-10 14:02:03 -07:00
Manu 51cfc0e76c perf(moe): add tuned fused_moe config for RTX PRO 6000 Blackwell Server Edition (#39183)
Signed-off-by: manu <fortin.emmanuel@gmail.com>
2026-04-10 11:32:42 -06:00
Jesus FedericoandClaude Opus 4.6 b87575d24b feat: add logit_scale to PoolerConfig for affine score calibration (#39435)
Signed-off-by: Jesus Federico <jefp@amazon.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-10 17:21:14 +00:00
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
wang.yuqi cb5f7501cb [New Model]: jinaai/jina-reranker-v3 (#38800)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-10 15:20:40 +00:00
Hexiang Wangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 1dfd64c1cc [PluggableLayer][3/N] Apply PluggableLayer to llm_head and vocab embedding layer (#33465)
Signed-off-by: whx-sjtu <2952154980@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-10 16:12:59 +08:00
Richard Zou f44afef6d6 [compile] Allow strings in custom ops without regressing compilation times (#38123)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-10 07:26:37 +00:00
Kunshang Ji 55d037e2e5 [CT][FP8][Marlin] refactor CompressedTensorsW8A16Fp8 to use kernel abstraction (#38244)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-04-10 09:58:35 +08:00
Ibrahim Arshad 9853a3c159 fix(gdn): Align prefill warmup with real prefill path (#39169)
Signed-off-by: Ibrahim Arshad <38925737+ibrahim1023@users.noreply.github.com>
2026-04-10 00:49:50 +00:00
Michael Goin 2800706f06 [Refactor] Move NVFP4 GEMM management into NvFp4LinearKernel (#39129)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-09 15:05:36 -04:00
PikaPikachu 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
Richard Zou 6c749399b7 [BugFix] fix tests/kernels/moe/test_moe_layer.py (#39404)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-09 08:48:59 -04:00
Yongye Zhu 2e98406048 [Refactor] Improve indexer decode path metadata preparation (#38865) 2026-04-08 20:49:15 -07:00
Wei ZhaoandJee Jee Li 92fbec391b [Bug] Fix routing bias dtype for trtllm per-block fp8 moe (#38989)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-08 19:42:43 -07:00
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
Benjamin Chislettandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8332078cfd [Bugfix] FlashInfer MXINT4 MoE crashes, missing do_finalize (#39315)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-08 20:36:33 -04:00
Wentao Ye 2018137242 [Feature] Batch invariant nvfp4 linear support (#39322)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-08 16:29:13 -04:00
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
b55d830ec7 [Perf][Kernel] Persistent TopK scheduler: unified CUDAGraph-safe kernel with dynamic per-row dispatch - DeepSeek-V3.2 DSA decode (#37421)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-04-08 13:35:57 -04:00
rasmith 78434b923c [CI][AMD][BugFix][Kernel] Cast induction variable to int64 on MI350 for chunk_gated_delta_rule_fwd_kernel_h_blockdim64 to avoid illegal memory access (#39087)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 16:57:18 +08:00
Andrey Talman 2111997f96 [release 2.11] Update to torch 2.11 (#34644) 2026-04-07 18:55:48 -07:00
zofiaandKunshang Ji ad3304425b [XPU] add xpu backend implementation of mxfp8 quant (#38682)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-08 08:30:35 +08:00
Lucas Wilkinson 70406eb1dc [Attention][V0 Deprecation] Deprecate accept output buffer (#39125)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-04-07 17:14:58 -04:00
rasmith 83d09d36b5 [CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 00:37:16 +08:00
Chendi.XueandKunshang Ji 92b9afeecd [XPU] Quick fix for TritonMLA to remove cuda hardcode (#39088)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-08 00:17:58 +08:00