352 Commits
Author SHA1 Message Date
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
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
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
c3941c032d [Bugfix][ROCm] Match the DeepSeek-V4.1 FP8 config in the shared-expert FSE compatibility check (#63099)
Signed-off-by: BaoYunkai <269084791+BaoYunkai@users.noreply.github.com>
Co-authored-by: BaoYunkai <269084791+BaoYunkai@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-10-26 18:21:24 +08:00
5a224c1ef3 [Fast Start] Key the weight cache on MoE and linear kernel backends (#63506)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-26 04:06:24 +00:00
2383ff0014 [Fast Start] Detect weight cache daemon exit in zero-copy engines (#62734)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-26 04:04:28 +00:00
Pablo LlopisandNicolò Lucchesi 2c880f1e68 [Bugfix] Preserve FP8 indexer WK pairs across load_weights calls (#59223)
Signed-off-by: Pablo Llopis <pablo.llopis@epfl.ch>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
2026-10-25 19:42:48 +00:00
Chongmin Liandvllm-agent b3466364b6 [Bugfix] Release cached cuBLAS workspaces after daemon warmup (#63451)
Signed-off-by: lichongmin <chongminli.cn@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-25 15:12:42 +00:00
94a29d316e [Fast Start] Add daemon-to-daemon warmup cache seeding for Preload (#63088)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
Co-authored-by: liusy58 <mg21330037@smail.nju.edu.cn>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-10-25 21:03:40 +08:00
aoshen02andClaude Opus 5.5 7dc44a0016 [Bugfix][LoRA][MoE] Process reloaded weights of LoRA-wrapped MoE layers (#63319)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-24 00:01:24 +00:00
258f42076d [Fast Start] Fix weight cache daemon GPU memory and warm-cache warmup hang (#62583)
Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-23 04:51:57 +00:00
2d40c0609f [ROCm][Perf] Triton port of the fused GDN MTP decode kernel (#61855)
Signed-off-by: iseeyuan <myuan@meta.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-23 10:41:07 +08:00
271941177d [Perf] Bypass DispatchPooler grouping for homogeneous tasks (#62940)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-22 22:40:37 +08:00
Ronald 12c01a22eb [MoE] Revert platform hook for routed-expert capture rows (#62624) (#63013)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
2026-10-22 16:26:33 +08:00
Chauncey 124501da07 [Bugfix] Load Engram tables on CPU in the InstantTensor loader (#62692)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2026-10-22 07:23:51 +00:00
Hao WangandCodex 90c4a1a73e [Bugfix] Preserve image normalization constants during dummy loading (#62767)
Signed-off-by: Hao Wang <haowan@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-21 18:34:23 +00:00
979be69b2c [Bugfix] Include KV cache quantization settings in IPC weight cache key (#61758)
Signed-off-by: bzsuni <bingzhe.sun@daocloud.io>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-21 03:19:26 +00:00
Ronald 2a1a3c56c9 [Feature][MoE] Add platform hook for routed-expert capture rows (#62624)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
2026-10-21 10:10:03 +08:00
cc8a41f328 [MyPy][4/N] Fix mypy errors in medium-hard tests/ dirs (#55485)
Signed-off-by: Satvik Shrivas <44926681+theSatvik@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-10-20 04:51:15 -07:00
f85e39ea01 [ROCm][Quantization][MOE] Enable fused shared experts for MXFP8 checkpoints (#57916)
Signed-off-by: Sergei Shliapnikov <sergei.shliapnikov@amd.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-20 01:15:59 -07:00
aoshen02andClaude Opus 5.5 b44446c180 [Quantization] replace_parameter keeps the parameter object by default (#62326)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-20 02:16:31 -04:00
Isotr0pyandCyrus Leung 3b05805d47 [Misc] Fix failing weight cache RoPE test on main (#62508)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-10-19 11:45:37 -07:00
stefankoncarevic aa3564ceef [Bugfix][Test] Stop requesting capfd in the subprocess weight cache test (#62461)
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
2026-10-19 12:00:21 -05:00
bzsuniandvllm-agent 2aa5080fa0 [Bugfix][Weight Cache] Include RoPE parameters in IPC cache key (#60994)
Signed-off-by: bzsuni <bingzhe.sun@daocloud.io>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-19 10:07:39 -04:00
ffa18e55a4 [ROCm][DSv4] Require explicit MXFP4 opt-in for MegaMoE shared-expert fusion (#61345)
Signed-off-by: Yanfei Wang <yanfei.wang@amd.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-19 20:31:00 +08:00
nien-hui d46cb9a6d4 [Bugfix][Weight Cache] Key non-MoE DP daemons as DP=1 like the engine (#60179)
Signed-off-by: paul <paulqwer.cs13@nycu.edu.tw>
2026-10-19 17:31:22 +08:00
b9c48c98de [Fast Start] support ep (#55490)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Xun Sun <UNIDY2002@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-19 05:47:33 +00:00
Fadi Arafehandvllm-agent 556ac15eb9 [Bugfix] Remove extra args from CPU's compute slot mapping kernel (#61992)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-17 12:11:33 +08:00
71c20f73f2 [FlashInfer] Migrate autotune warmup to flashinfer.autotune_v2 managed cache (#55671)
Signed-off-by: Yang Xu <yanxu@nvidia.com>
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>
Signed-off-by: YangXu <yanxu@nvidia.com>
Co-authored-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
2026-10-17 02:08:28 +00:00
Ayushman Singh de7eeaa87b [Perf] Share Triton JIT warmup compilation pool across registered kernels (#61422) 2026-10-16 08:59:42 -04:00
a8be1500ba [Bugfix][MoE] Restore TP-sharded routed-expert capture for DP=1 (#61388)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Signed-off-by: Ao Shen <aoshen@inferact.ai>
Co-authored-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Ao Shen <aoshen@inferact.ai>
2026-10-16 00:21:24 +00:00
f8460ef236 [Kernel][DSv4.1] Bump FlashMLA to the 2026.09.30 release and its interleaved V4.1 KV cache (#61371)
Signed-off-by: juntianl <juntianl@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
2026-10-15 13:58:25 -07:00
4d58fa254a [MoE] Unify DeepGEMM MegaMoE experts behind one feature-matrix layer; add NVFP4 (#61538)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 19:02:01 +00:00
Mikko TukiainenandCursor 47fd76e4ce [ROCm][Perf] Route softmax MoE top-k, including fused shared-expert sigmoid, through AITER topk_gating (#56226)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-10-15 17:53:18 +00:00
Matthias Gehre 011fa68ca9 [ROCm][Perf] Pad fp16/bf16 GEMM weight row stride for L2 cache (#55090)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
2026-10-15 14:26:32 +00:00
b965ee564d [Chore] Use upstream Transformers DeepseekV4Config (#61392)
Signed-off-by: Harry Mellor <19981378+hmellor@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: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 01:08:08 -07:00
Haiyu ZuoandKevin H. Luu ff5a91a456 [Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer (#60759)
Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 12:23:11 +08:00
amd-xavierwangandJartX 06265beb25 [ROCm] Enable fp8 query for Triton attention (#60296)
Signed-off-by: xawang <xawang@amd.com>
Co-authored-by: JartX <sagformas@epdcenter.es>
2026-10-14 15:03:20 -04:00
13dbf96093 [Model Loader] Apply EP weight filtering in InstantTensor (#61167)
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: Misha Goin <mgoin64@gmail.com>
2026-10-14 09:10:10 -07:00
Ronaldandaoshen02 19aba3e4d5 [Bugfix][RL] Load attention sinks through weight_loader for layerwise reload (#57797)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-10-14 10:17:58 +00:00
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
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
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
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
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
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
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
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