Commit Graph
22991 Commits
Author SHA1 Message Date
Wentao Ye c19c263ac8 [GLM 5.3 Perf] Handle two elements at the same time for per token group quant, 2.8% E2E ITL improvement (#60927)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-13 13:06:41 -07:00
Andreas KaratzasandClaude 67516b6c42 [Bugfix][ROCm][Kimi-K3] Stage fused KDA decode weights after loading (#61207)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-13 14:55:57 -05:00
djramic 93d0bd9d50 [ROCm][CI] Drop the -inf padding check from the AITER MQA logits test (#61420)
Signed-off-by: Djordje Ramic <djoramic@amd.com>
2026-10-13 15:49:30 -04:00
Itay EtelisRobert Shawmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
a31054f5ef [NIXL] Bump CUDA 12 NIXL to 1.5.0 (#60428)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-13 12:47:41 -07:00
68fc395554 [Bugfix] Keep GateLinear batch invariant under VLLM_BATCH_INVARIANT (#59985)
Signed-off-by: yifanFengg <evanfengff@gmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-10-13 15:43:54 -04:00
yifanFenggandClaude Fable 5.1 b33cb81237 [Bugfix] Keep compressed-tensors wNa16 linear layers batch invariant (#60524)
Signed-off-by: yifanFengg <evanfengff@gmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-10-13 15:43:40 -04:00
Wentao Ye 2f18d13cf0 [GLM5.3 Perf] Enable fp8 kv cache for GLM5.3 Flash by default, 9.8% E2E Throughput Improvement (#61228)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-13 15:29:17 -04:00
Itay EtelisRobert ShawCodexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
483e0c24c7 [KV Offload] Split replicated-layout pre-faulting across workers (#59545)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-13 19:18:56 +00:00
c068db0e1d [Bugfix][Compile] Replace Transformers AOT caching with graph caching (#58918)
Signed-off-by: fangyao fan <2281693949@qq.com>
Signed-off-by: Taimys <ffy2281693949@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Taimys <ffy2281693949@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-10-13 19:17:29 +00:00
Anish ShanbhagandOpenAI Codex 3f550129e8 [Perf][Attention][MiniMax-M3] Select CUTLASS MSA by EAGLE3 decode shape (#55838)
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-10-13 15:05:28 -04:00
GuanLuoandsfeng33 6d1daa9fe5 [Bugfix][Frontend] Expose completion response schemas in OpenAPI (#60926)
Signed-off-by: Guan Luo <gluo@nvidia.com>
Signed-off-by: sfeng33 <4florafeng@gmail.com>
Co-authored-by: sfeng33 <4florafeng@gmail.com>
2026-10-13 18:54:06 +00:00
c5bda658d2 [Model][MoE] Load MegaMoE experts directly into the DeepGEMM layout (#60096)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Aaron Hao <hao-aaron@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Aaron Hao <hao-aaron@users.noreply.github.com>
2026-10-13 11:52:08 -07:00
Matthew BonanniandClaude Opus 5.5 624a5ddafd [Attention] Fetch MLA prefill workspace at use instead of init (#60654)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 17:25:03 +00:00
e83222396f [ROCm][Perf] W4A16: speed up skinny GEMM decode, including speculative batches (#57199)
Signed-off-by: Robert Esclapez Garcia <robert.garcia@amd.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-10-13 17:21:30 +00:00
Roberto L. CastroandClaude Opus 5.5 7fad7db330 [Perf][Feat] Add generic cuteDSL LL FP32 router (GEMM) (#44343)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 12:38:46 -04:00
6849ca696a [Quantization] Add ModelOpt IQ2_XS, IQ2_XXS, and Q8_0 support via b12x (#59604)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Luke Alonso <lalonso@gmail.com>
2026-10-13 09:06:33 -07:00
Woosuk KwonandClaude Opus 5.5 ac71b17517 [Model Loader] Keep norm layers neutral under dummy weight init (#61323)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 08:54:24 -07:00
Taksh Kothari 12b005eefa [Bugfix] Don't split a multimodal item that a prefill chunk starts exactly on (#52412)
Signed-off-by: Taksh <takshkothari09@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-10-13 15:32:38 +00:00
Elvir Crnčević b9b401b2ef [Kernel] Fuse DeepEP-v2 decode globalize+align into one launch (#53911)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
2026-10-13 11:10:38 -04:00
wang.yuqi 669f85e686 [Misc] Break chat_utils into more maintainable modules. (#60972)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-10-13 15:08:07 +00:00
Rishabh Agarwal f395a6b1ad [ROCM][Bugfix] Deferring to TRITON_ATTN backend for Prefix lm models instead of ROCM_ATTN and fixed minor bug in Gemma3 Multimodal code (#46754)
Signed-off-by: GodRishUniverse <rishabh.agarwal@amd.com>
Signed-off-by: Rishabh Agarwal <risagarw@amd.com>
Signed-off-by: GodRishUniverse <risagarw@amd.com>
2026-10-13 10:03:48 -05:00
Chris LeonardandShengqi Chen f5fefbffe5 [Build] DeepGEMM migration to torch Stable ABI (#59482)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-13 08:01:44 -07:00
Jiangyun ZhuandClaude Opus 5.5 61d9c777bf [CI] Run the Clef pooler test on GPU (#61409)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 14:42:53 +00:00
de8291e24f [Core] Add lifecycle hooks for worker extensions (#59463)
Signed-off-by: Dakai An <dakaian108@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-10-13 21:51:05 +08:00
Thien Tran 0fae39a014 [Perf] per_token_group_quant_8bit: multiply by reciprocal instead of dividing per element (#61343)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-13 21:37:10 +08:00
31e90ac370 [Attention] Enable FA4 sparse MQA decode on Blackwell (#55866)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-10-13 09:31:37 -04:00
Nathan SalaandShaun Kotek - Nvidia 0838cd6593 [Bugfix] Load and apply Nemotron Super final vision LayerNorm (#61401)
Signed-off-by: Shaun Kotek <skotek@nvidia.com>
Co-authored-by: Shaun Kotek - Nvidia <skotek@nvidia.com>
2026-10-13 12:42:29 +00:00
Hexiang Wang 7342dc0317 [MoRIIO] Require pending remote prefill for READ cache hits (#60638)
Signed-off-by: whx-sjtu <xiaowang990929@gmail.com>
2026-10-13 20:19:53 +08:00
253e02b95e [Perf] Warm up DeepGEMM MegaMoE kernels before serving (#60468)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
2026-10-13 20:17:48 +08:00
Aditya Ganesh Kumar d9a543c500 [Bugfix][Frontend] Forward --enable-log-outputs to the Cohere Chat v2 (#61089)
Signed-off-by: Aditya Ganesh Kumar <adty910@gmail.com>
2026-10-13 12:01:59 +00:00
818f70c295 [Bugfix] Mask special added tokens in xgrammar JSON, regex and EBNF grammars (#60749)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Artem Perevedentsev <aperevedents@nvidia.com>
2026-10-13 14:38:23 +03:00
Vadim GimpelsonandClaude cd7517fb17 [Bugfix] Fix ReplaySSM ring shape assertion when TP does not divide Mamba2 n_groups (#60704)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-13 11:31:53 +00:00
Linze Shi e6e84f350c [Feature][Pooling] Add offline fixed-length late chunking (#60164)
Signed-off-by: Linze-Shi <linzeshi0@gmail.com>
2026-10-13 11:16:21 +00:00
noone-zhhhandIsotr0py 426f3bd36b [Bugfix][Model][Rust Frontend] Qwen3_ASR: Handle ragged Qwen audio batches from Rust frontend (#60979)
Signed-off-by: zh98 <workallday.zhh@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-13 10:49:39 +00:00
samayp01andArtem Perevedentsev 54db759eea [Bugfix][Structured Output] Reject structural_tag and unhandled specs in backend validation (#58862)
Signed-off-by: Samay <samay.piduru@gmail.com>
Co-authored-by: Artem Perevedentsev <aperevedents@nvidia.com>
2026-10-13 13:27:34 +03:00
Juan Pérez de AlgabaandOpenAI Codex 7173c64e2e [Security] Bound decoded and downloaded media per request (#61226)
Signed-off-by: juanpas97 <juan.perezalgaba@gmail.com>
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-10-13 10:17:14 +00:00
JackRao123andClaude Opus 5.5 877f6df889 [Bugfix][DSv4] Don't bake the C128 compressor skip into CUDA graphs (#59709)
Signed-off-by: Jack Rao <jack.rao@baseten.co>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 10:15:11 +00:00
c7a305ec10 [Bugfix][Mamba] Store conv_kernel - 1 inputs in Mamba2 prefill checkpoints (#60797)
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
2026-10-13 10:09:17 +00:00
Kevin H. LuuandClaude Opus 5.5 206e45d470 [CI] Shard V1 Attention automatically instead of by fixed pytest shards (#61200)
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 02:24:06 -07:00
Thien TranandOpenAI Codex 656d0d4506 [Perf] Tune Triton GDN decode tiles on SM100-family GPUs (#61355)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-10-13 17:01:12 +08:00
Vadim GimpelsonandClaude 183625d4f9 [Bugfix] Fall back to auto for unquantized MoE layers when --moe-backend is marlin (#60219)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-13 08:48:13 +00:00
Harry MellorandClaude Opus 5 6f11c220b5 [Transformers backend] Fuse MoE routers that score after the top-k (#57410)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-10-13 08:41:23 +00:00
stefankoncarevic 24aa1191f4 [ROCm][Bugfix] Run the AITER AR+RMSNorm fallback test on the platform… (#61350)
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
2026-10-13 08:35:57 +00:00
Jiangyun Zhu ff305934f1 [Tests][Mamba] Wait for accepted counts in fake MTP proposer (#61342)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
2026-10-13 16:15:47 +08:00
zhouyou 3ad096faf8 [Bugfix][EC Connector] Don't create hash directories on cache-miss lookups in ECExampleConnector (#60826)
Signed-off-by: zhouyou9505 <zhouyou9505@gmail.com>
2026-10-13 15:59:48 +08:00
Jiangyun ZhuClaude Opus 5.5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2cc2e68d1c [Core][Mamba] Remove leftovers of mamba_cache_mode="all" (#60043)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <zhujiangyun@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-13 00:58:59 -07:00
bc3ddb198a [Model][Qwen4Exp] FP8 QSA main KV cache on Ampere (sm_80, sm_86) (#60602)
Signed-off-by: kimseunghyun <hellonypcteam@gmail.com>
Signed-off-by: kimseunghyun <incongnito12@gmail.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: kimseunghyun <hellonypcteam@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-13 15:30:19 +08:00
Kevin H. LuuandClaude Opus 5.5 4e4eab73ed [CI] Shard Model Executor and L4 Pipeline + Context Parallelism automatically (#61202)
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 23:57:32 -07:00
e2ad0ce5f5 [Bugfix][LoRA] Slice expert LoRA by the unpadded per-rank size under TP (#61235)
Signed-off-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: linitra24 <renshuang.zhou@daocloud.io>
2026-10-13 14:25:16 +08:00
Yongye ZhuandClaude Opus 5.5 a6009ea85b [Kernel][Build] Bump DeepGEMM to the 26/09/30 release and adapt the sparse indexer (#61149)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-12 23:24:43 -07:00