Commit Graph
6636 Commits
Author SHA1 Message Date
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
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
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
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
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
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
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
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
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
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
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
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
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
380638afbb [Model] Add Clef-Flash support (#61308)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-13 05:46:37 +00:00
Divakar VermaandClaude Sonnet 5 f7ba007b5e [ROCm][MoE] Split AiterExperts by weight-quantization key (#60322)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
2026-10-13 00:13:33 -05:00
Mookandcjackal 5555a2d8f7 [Bugfix][Model] Fix EXAONE-4.5 image inputs: ViT received un-normalised pixels (#61104)
Signed-off-by: godmook <cmoh4135@naver.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-10-13 13:02:12 +08:00
Woosuk KwonandClaude Opus 5.5 f47792af7f [Model Loader] Make dummy weight init dtype-aware (#61134)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 18:33:26 -07:00
189bbfb9f4 Add MoNe experts pruning support (#50415)
Signed-off-by: Ilya Boytsov <ieboytsov@nebius.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Ilya Boytsov <ieboytsov@nebius.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 23:18:43 +00:00
deedc7be00 [Perf][Humming] Skip the redundant MoE input copy before the w13 GEMM (#59340)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-12 20:24:12 +00:00
SeongJun LeeandNing Xie 56e3b081ae [Bugfix][weight loader] Stop warning when a parameter only widens the weight (#60020)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
2026-10-12 14:33:31 -04:00
fululi12Claude Opus 5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>lifulu
8055293353 [ROCm][MLA] Cut ~21x host dispatch from the MLA metadata build (#58381)
Signed-off-by: lifulu <fululi12@amd.com>
Signed-off-by: lifulu <lifulu@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: lifulu <lifulu@users.noreply.github.com>
2026-10-12 13:11:20 -05:00
Woosuk KwonandClaude Opus 5.5 e1a5086256 [Attention] Remove cascade attention (#61126)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 10:41:07 -07:00
Misha GoinandClaude d79b52b182 [Misc] Consolidate csrc shared headers and prune dead code (#60721)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-12 09:46:22 -07:00
e0317b28ce [Feature] Support batch invariance on ROCm (#52231)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-10-12 10:53:26 -05:00
Hoai VoandClaude Opus 5.5 f3cb10b690 [Model][LoRA] Enable LoRA support for BERT and RoBERTa embedding models (#61033)
Signed-off-by: hoaivoke <vokehoai@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 14:09:53 +00:00
Shang WangandClaude Opus 5.5 716961cf1f [Bugfix] Drop enable_in_kernel_fc2_reduce from FlashInfer CuteDSL MegaMoE config (#59900)
Signed-off-by: Shang Wang <samshang.wang@mail.utoronto.ca>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 09:05:09 -05:00
Ilya Markov b3ee560ae8 [Bugfix][MoE] Apply expert_map remapping for CUTLASS FP4 MOE expert parallel (#59042)
Signed-off-by: Markov Ilya <markovilya197@gmail.com>
2026-10-12 10:02:56 -04:00
092c35dd15 [Model] Support Cloudflare/clef-omni on /v1/systemone (#61064)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-12 21:27:34 +08:00
Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> c75cb63cd2 [Qwen4Exp] support Sequence Parallelism for Qwen3.8-Flash-Next (#56322)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-12 20:56:44 +08:00
MatthewCYM f7a3a7265f [Bugfix][Multimodal] Fix Qwen3-ASR audio preprocessing parity (#57146)
Signed-off-by: MatthewCYM <chenyiming0v0@gmail.com>
2026-10-12 10:42:51 +00:00
Yan Ma e05201aa2e [XPU] refine memory release for sleep mode (#61158)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-10-12 16:59:38 +08:00
Michał GanczarenkoandClaude Opus 5.5 03091e28b8 [Bugfix] Read Ling quantization_config from top-level config for Bailing V3 VL (#59026)
Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 09:25:29 +08:00
Laith Sakka cc9b0f097d [Fix] MiniMax: fix CUDA IPC handle exchange on cuda-bindings >= 13.4 (#60917)
Signed-off-by: Laith Sakka <lsakka@meta.com>
2026-10-11 20:38:56 -04:00
Nick Hill 3fe917abb1 [Bugfix][MRV2] Fix FlashInfer attention and ReplaySSM warmups on MRV2 (#61013)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-10-11 16:04:41 -07:00
3e8e1364ff [Perf][GLM-5.3-Flash] Shard long-context indexer prefill rows across TP (#54951)
Signed-off-by: Zheng Cai <8370601+zigzagcai@users.noreply.github.com>
Signed-off-by: Zheng Cai <caizheng1993@gmail.com>
Signed-off-by: Codex <noreply@openai.com>
Co-authored-by: root <root@rjob-fb29567b88fec0a9-88c9a4c797eb2ec1-0.caizheng.ailab-sys.svc.pjlab.local>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: zigzagcai <zigzagcai@users.noreply.github.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-10-11 10:43:37 -04:00
tc-mbandCyrus Leung c85616efc6 [Model] Support MiniCPM-V 4.7 (#58674)
Signed-off-by: tc-mb <tianchi_cai@icloud.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-10-11 10:21:10 +00:00
ef42b4385f [Bugfix] Reclaim cached GPU memory during weight loading (#57516)
Signed-off-by: Debanshu Das <debanshu@google.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-10-11 07:03:06 +00:00
Bruno VolpatoandCodex 61f084b5f3 [Bugfix][Multimodal] Fix per-video cache option reuse (#55203)
Signed-off-by: bvolpato <brunocvcunha@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-11 06:21:55 +00:00
Nick Hill f8471164bf [MRV2] Detatch weight-reload logic from MRV1 (#60937) 2026-10-10 21:15:05 -07:00
f2376cdc4d [Fast Start] Preload the FlashInfer autotune table on the weight cache daemon (#60085)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-10 15:48:06 +00:00
Wentao Ye 3709632ff2 [Refactor] Remove dead code multiple places (#60120)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-10 15:41:10 +00:00