9739 Commits
Author SHA1 Message Date
458334f00f [MRV2][Spec Decode] Close DFlash/DSpark and adaptive-verification JIT warmup gaps (#63819)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-28 01:15:00 +00:00
Matthew BonanniandClaude Opus 5.5 ebaa812475 [Bugfix][HiSparse] Pad staged prefill KV to avoid a trtllm-gen out-of-bounds read (#61659)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 21:00:46 -04:00
Matthew BonanniandClaude Opus 5.5 66f1d0fa16 [Bugfix][HiSparse] Read resident prefill rows by request state slot (#62739)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 20:57:29 -04:00
Woosuk KwonandCodex a91b939bfb [Bugfix][Bench] Support Muse balanced routing (#63872)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
2026-10-27 17:50:19 -07:00
8697bbae4c [Bugfix][Attention] Fix FlashInfer MLA DCP decode on ragged spec-decode batches (#59392)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
2026-10-27 16:59:59 -07:00
Moein Khazraeeandvllm-agent 36f5ff3172 [Perf][KV Offload] Reduce KVCR adapter overhead (#63889)
Signed-off-by: Moein Khazraee <moein@nvidia.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 19:41:00 -04:00
Wentao Yeandvllm-agent c56706e88e [Perf] Use TMA for MOE up/down proj, 3.1~3.4% E2E Throughput Improvement for GLM5.3 (#63820)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 18:21:39 -04:00
Sherif Waly 4d95f222e6 [Feature][Core] Enable best-effort NUMA binding by default (#61258) 2026-10-27 22:36:02 +01:00
John Calderon 7bf13a3db1 [CI][Test] Adjust TRT-LLM and GDN numerical tolerances for Rubin (#64081)
Signed-off-by: John Calderon <jcalderon@nvidia.com>
2026-10-27 21:33:08 +00:00
70cb50dab2 [Feature][HiSparse] Add a platform backend for device operations (#62592)
Signed-off-by: zhenwenqi2024 <zhenwenqi_2022@qq.com>
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-10-27 21:18:40 +00:00
yzong-rh c4f2bb4abb [Bugfix][Spec Decode] Preserve grammar-invalid drafts for rejection sampling (#61557)
Signed-off-by: Yifan Zong <yzong@redhat.com>
2026-10-27 23:09:32 +02:00
bb7ea479c6 [ROCm][Bugfix][Kimi-K3] Pass zero positions to the fused MLA decode q-prep kernel (#63409)
Signed-off-by: seungrokj <seungrok.jung@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 16:08:27 -05:00
274a5e19a1 [Perf][DSv4.1] Capture the decoder replay graphs on the model graphs' stream (#63155)
Signed-off-by: Qing <xqoasis@gmail.com>
Signed-off-by: qing.xiao <qing.xiao@bytedance.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
Co-authored-by: qing.xiao <qing.xiao@bytedance.com>
2026-10-27 13:45:57 -07:00
b4a0830f66 [Perf] Avoid redundant tensor operations during serialization (#62464)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Signed-off-by: Jakub Zakrzewski <jzakrzewski.jz@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 13:34:06 -07:00
Moein Khazraee e3883b7a7e [KV Offload] Align KVCR cache recency with request prefixes (#60469)
Signed-off-by: Moein Khazraee <moein@nvidia.com>
2026-10-27 20:04:19 +00:00
e1e77a279d [Bugfix] Bound prefix cache reuse by the first requested prompt score (#60960)
Signed-off-by: Ting Sun <suntcrick@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 19:26:07 +00:00
Roberto L. Castroandvllm-agent a2ad4b74b9 [Perf] Enable DeepGEMM sparse MQA logits on the FP8 indexer cache, DSv4.1 (#62011)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 19:25:19 +00:00
2897401370 [Perf][KV Connector][Mooncake] Vectorize transfer descriptor build (#62478)
Signed-off-by: CJJ1008 <843515223@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 12:25:04 -07:00
9af236a332 [Bugfix][Perf][ROCm] RDNA launch config for kernel_paged_attention_2d (#63735)
Signed-off-by: Jipeng Li <jipengli@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com>
2026-10-27 14:23:06 -05:00
741584f8ca [Bugfix][MLA] Gather nvfp4_ds_mla chunked-context KV with the NVFP4 kernel (#58744)
Signed-off-by: Stu Cao <stu@primeintellect.ai>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 14:35:01 -04:00
3bc521d9e6 [Bugfix][HiSparse][KV Connector] Fix DecodeBenchConnector crash on bounded KV cache groups (#61543)
Signed-off-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: Claude Haiku 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-27 14:34:41 -04:00
Nicolò Lucchesi 4ddc7aa40f [KV Connector][NIXL] Read only a group's own regions in hybrid SSM transfers (#62317)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
2026-10-27 19:02:22 +01:00
hclandvllm-agent b3de57ad51 [CI][Bugfix] Set gpu_memory_utilization for the Spark GPQA eval config (#58232)
Signed-off-by: Chenglun Hu <chenglunhu@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 14:01:10 -04:00
d0c20bb840 [ROCm][Perf][Attention] Keep the bf16 attention prefill when FP8 padding would double the heads (#61863)
Signed-off-by: Lucas Santos <Lucas.Santos@amd.com>
Co-authored-by: Rohan Potdar <rohanpotdar138@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 17:28:37 +00:00
94ad4dfbae [ROCm][Perf] W4A16: opt-in dense weight cache for RDNA hybrid prefill (#60710)
Signed-off-by: Zohaib Moti <zohaib.moti@amd.com>
Co-authored-by: roberteg16 <roberteg16@users.noreply.github.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-10-27 16:57:52 +00:00
6aa70c4bec [ROCm][Perf][Kimi-K3] Fold q_b_proj and W_UK into one GEMM for the MLA decode query (#60110)
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com>
Signed-off-by: Omar Muhammad <omar.muhammad@amd.com>
Co-authored-by: Omar Muhammad <omar.muhammad@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 11:34:59 -05:00
889d635dd7 [Perf][ROCm][Attention] Fuse Kimi-K3 MLA chunked-context gather on AITER (#53166)
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com>
Signed-off-by: Omar Muhammad <omar.muhammad@amd.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
Co-authored-by: Omar Muhammad <omar.muhammad@amd.com>
2026-10-27 11:29:57 -05:00
Carl Persson 228b1e3d23 [ROCm][DSV4.1][Perf] Single-launch DSA decode candidate mask (#59668)
Signed-off-by: Carl Persson <carl.persson@amd.com>
2026-10-27 16:08:14 +00:00
Woosuk KwonandCodex e3ba8d00db [Bugfix][Bench] Handle packed hybrid KV and speculative recurrent state (#63873)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
2026-10-27 09:04:59 -07:00
Robert EsclapezandDouglas Lehr 43111fd1f0 [Bugfix][Spec Decode] Fix eagle draft sharing with a quantized lm_head (#53104)
Signed-off-by: Robert Esclapez Garcia <robert.garcia@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-10-27 15:47:22 +00:00
Isotr0pyandvllm-agent a9b727a612 [UX] Remove --hf-overrides necessity for Qwen3-ASR-ForceAligner (#63274)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 23:20:03 +08:00
wangxiyuan ca8dbccf20 [Bugfix] Forward launch grid to Triton kernel overrides (#63999)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2026-10-27 14:46:07 +00:00
Yusen Gao bf4b3b5cb8 [CI][CPU] Initialize DFlash test FC after loading weights (#63973)
Signed-off-by: Yusen Gao <amenomorikou@gmail.com>
2026-10-27 22:41:31 +08:00
Nicolò Lucchesi 939ff73503 [Perf] Drop BasevLLMParameter's Python __torch_function__ (#63785)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
2026-10-27 15:30:25 +01:00
Hemant Kumarandhemuku90 40fe396b60 [Bugfix][Multimodal] Return 400 when local media access is disabled (#64032)
Signed-off-by: hemuku90 <25220495+hemuku90@users.noreply.github.com>
Co-authored-by: hemuku90 <25220495+hemuku90@users.noreply.github.com>
2026-10-27 13:21:21 +00:00
e7fa26d5c8 [Model][Spec Decode] Refactor #41834 with useful improvements (#63996)
Signed-off-by: lazymio <mio@lazym.io>
Co-authored-by: alexbi29 <alexbi29@users.noreply.github.com>
Co-authored-by: jasl <jasl9187@hotmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-27 20:13:39 +08:00
a91a1d06b7 [Bugfix][Model] Qwen3.8-Flash-Next: load checkpoints with quantized q/k/v and a BF16 QSA indexer (#62318)
Signed-off-by: Seungryong Kim <137975233+srkim-business@users.noreply.github.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Kimi <noreply@moonshot.ai>
2026-10-27 11:54:14 +00:00
Hyukjoon LeeandClaude Opus 5.5 f8f7634cb4 [ROCm][Perf][Kimi-K3] Use block_m=128 for the fused KDA prefill conv1d (#63342)
Signed-off-by: hyukjlee <hyukjlee@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-27 19:24:00 +08:00
8d88bc5d81 [ROCm][DSv4/4.1] Fuse inverse RoPE and MXFP8 quant into the aiter sparse MLA and sparse MLA gating changes (#60154)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 19:15:04 +08:00
de58886274 [CI] Move B200 Kernels and MoE Refactor evals from manual to automatic shards (#62120)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 03:57:47 -07:00
nrenvo a657fd6082 [Test][Multimodal] Add end-to-end CLI test for vllm bench mm-processor (#62497)
Signed-off-by: nrenvo <nrenvo@gmail.com>
2026-10-27 10:38:08 +00:00
Divakar Verma 7c713621f3 [CI][ROCm] Preflight idle-GPU check in test_pp_cudagraph (#63850)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
2026-10-27 10:32:24 +00:00
f03b704da2 [Bugfix][Kernel] Fix OAI Triton MXFP4 MoE on SM110 (#62133)
Signed-off-by: lazymio <mio@lazym.io>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-27 10:27:09 +00:00
Chaunceyandmergify[bot] 08b989da99 [Perf][DSpark] Stack DeepSeek V41 context WKV projections (#63063)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-27 10:10:22 +00:00
de096755ad [Bugfix] Fuse GLM-5.3 KDA q|k|v convs into one conv1d parameter (#60991)
Signed-off-by: Jared Wen <w13431838023@gmail.com>
Co-authored-by: Jyotirmoy Roy <jyotirmoyroy649@gmail.com>
Co-authored-by: Mustafa YILDIRIM <2341474+mustafayildirim@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-10-27 09:36:17 +00:00
karma_osandvllm-agent a23d7dc3f1 [Bugfix][CPU] Run encoder-only attention bidirectionally in CPU_ATTN (#63738)
Signed-off-by: gustav <gusangmo0605@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 17:26:20 +08:00
NVShreyasandThien Tran 8e26dec5f5 [Kernel][MiniMax-M3] Add Triton query-tiled sparse prefill tuned on Hopper (#57420)
Signed-off-by: Shreyas Misra <shreyasm@nvidia.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-27 16:26:03 +07:00
0076619a94 [Perf][Kernel] Add a CuteDSL BF16x3 router GEMM for fp32 router weights on Hopper (#61903)
Signed-off-by: Chen Cheng <85005591+ischencheng@users.noreply.github.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-27 02:16:44 -07:00
5c1eb11cb3 [Bugfix] Allow pipeline parallelism for Qwen4Exp PLE models and their MTP drafter (#60234)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-27 08:37:20 +00:00
cebcc5d8c7 [Bugfix] Keep MRV2 model state in the runtime pool under sleep mode (#63548)
Signed-off-by: xgui <xgui@anyscale.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-10-27 08:32:07 +00:00