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2339 Commits
Author SHA1 Message Date
Nicolò Lucchesi 1f3a2c2944 [Bugfix] Disable CG for Whisper+FA2 (#33164) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-27 21:46:51 +08:00
omerpaz95andOmer Paz 7227d06156 [Metrics] [KVConnector] Add Offloading Connector metrics (#27942) 
Added queries and hits metrics for the Offloading Connector.

Also added timing metrics for store and load operations, which take the
average time it takes to load/store, per-token.

The metrics are available from Prometheus and from the StatLogger.

Signed-off-by: omerpaz95 <omerpaz95@gmail.com>
Co-authored-by: Omer Paz <Omer.Paz@ibm.com>
 2026-01-27 13:34:49 +00:00
Ning Xie b781eeaa15 [code clean] remove duplicate code (#33135) 
Signed-off-by: Andy Xie <andy.xning@gmail.com>
 2026-01-27 04:57:16 +00:00
Strahinja Stamenkovic c568581ff3 Fix IndexError with encoder-decoder models when using Custom Paged Attention (#33112) 
Signed-off-by: sstamenk <strahinja.stamenkovic@amd.com>
 2026-01-27 10:33:37 +08:00
Woosuk KwonandNick Hill 6d86fde09c [Model Runner V2] Remove UvaBufferPool for cpu->gpu copy (#33055) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2026-01-26 16:47:35 -08:00
Yuxuan ZhangandIsotr0py bb17e8f11c [GLM-OCR] GLM-OCR with MTP Support (#33005) 
Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-26 06:24:43 -08:00
Cyrus Leung 11b556878b [Refactor] Use data parser for matching data items to multi-modal UUIDs (#32955) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-26 15:00:28 +08:00
Woosuk Kwon a9b53dd435 [Model Runner V2] Add LoRAState to consolidate lora logic (#33062) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
 2026-01-25 22:21:12 -08:00
Woosuk Kwon 2f0d3ba745 [Model Runner V2] Minor simplification for finish_requests (#33048) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
 2026-01-25 18:35:02 -08:00
Woosuk KwonandWoosuk Kwon edf927bc9f [Model Runner V2] Fix slot_mapping after #25954 (#33046) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
 2026-01-25 18:29:49 -08:00
Itay EtelisandItay Etelis a698e8e7ad [Model] Use mm_position to compute mrope positions for Qwen2.5-Omni (#32772) 
Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
 2026-01-25 20:15:53 +08:00
Joshua DengRoger WangPatrick von PlatenNick Hill
 		91601ff478 [Feature] add session based streaming input support to v1 (#28973) 
Signed-off-by: Joshua Deng <joshuakdeng@gmail.com>
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-24 12:06:28 -08:00
Lukas Geiger 5fa0f6efa9 [EncoderCacheManager] Remove unnecessary copy (#32800) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2026-01-24 14:28:57 +00:00
Reagan LeeandHiroken. 06b557ecd9 feat(benchmark): add encoder forward pass benchmarking to mm-processor (#31655) 
Signed-off-by: Reagan <reaganjlee@gmail.com>
Signed-off-by: Reagan Lee <96998476+reaganjlee@users.noreply.github.com>
Co-authored-by: Hiroken. <105287758+HirokenOvo@users.noreply.github.com>
 2026-01-24 08:24:44 +00:00
7. Sun 14d03b8ddb [Perf] Cache xpu_get_mem_info() result to avoid duplicate calls (#32983) 
Signed-off-by: 7. Sun <jhao.sun@gmail.com>
 2026-01-23 20:56:23 -08:00
Joe Runde 7e1f10d562 [Core][Bugfix] allow graceful worker termination (#32965) 
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
 2026-01-23 17:28:45 -08:00
ElizaWszolamgoinVarun Sundar RabindranathMatthew BonanniLuka GovedičLuka GovedičLucas WilkinsonLuka Govedič
 		a28b94e6ef [Performance] Split FlashAttn attention and cache update (#25954) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Luka Govedič <luka.govedic@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <luka.govedic@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2026-01-23 17:28:06 -08:00
Markus / MarkClaude Opus 4.5mgoin
 		586a57ad7e fix: Add glm4_moe_lite to MLA detection (#32614) 
Signed-off-by: marksverdhei <marksverdhei@hotmail.com>
Signed-off-by: Markus / Mark <46672778+marksverdhei@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2026-01-23 12:38:57 -08:00
Lucas Wilkinson 3a41459501 [cudagraphs] Refactor cudagraph capture loop (#32946) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-23 13:22:20 -07:00
Nick Hill 8518b30447 [Model Runner V2] Add KV Connector support (#32742) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-23 10:49:17 -08:00
Matthew Bonanni 2d6b537157 [Bugfix][CI] Fix pre-commit (#32956) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-23 10:26:56 -08:00
Harry HuangandChen Zhang 5206e5e28c [V1][Hybrid] Mamba Prefix Caching with align mode (#30877) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2026-01-23 09:56:48 -08:00
tianshu-Michael-yu 13d8746c54 [Feature]: Remove DtoH Copy for lfm2_vl On Default Stream (#32815) 
Signed-off-by: Tianshu Yu <tianshuyu.formal@gmail.com>
 2026-01-23 13:20:30 +00:00
Nicolò Lucchesi 160c6fa387 [Misc] Add get_name to missing AttentionBackends (#32698) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-23 10:35:44 +00:00
Andreas Karatzas a8eb1182f1 [CI][Models] Add VLM Support for Sequence Classification Conversion (#32885) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-23 16:22:51 +08:00
Wentao Ye 7ef5873752 [CI] Fix mypy for vllm/v1/structured_output (#32722) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-23 11:55:51 +08:00
Wentao Ye f744810184 [Refactor] Remove unused tpu files (#32610) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-22 15:35:18 -05:00
Eldar Kurtić 44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
 2026-01-22 13:29:57 -07:00
Matthew Bonanni 955b43a5a5 [Bugfix][Attention] Explicitly report support for kv_cache_dtype bfloat16 (#32795) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-22 19:05:18 +00:00
Fadi Arafeh 744ef30484 [CPU Backend] [Perf] Accelerate tensor-parallel/data-parallel inference across NUMA domains on Arm (#32792) 
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
 2026-01-22 18:55:23 +00:00
Nick Hill bc14663e6a [Cleanup] Move scheduler get_routed_experts logic to separate method (#32706) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-22 10:46:00 -05:00
Cyrus Leung d117a4d1a9 [Frontend] Introduce Renderer for processing chat messages (using ModelConfig) (#30200) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-22 12:44:22 +00:00
Or Ozeri 421012b63a OffloadingConnector: Support kernel_block_size != block_size (#30692) 
Signed-off-by: Or Ozeri <oro@il.ibm.com>
 2026-01-22 12:30:04 +00:00
Nicolò Lucchesi ea6102b85d [Bugfix] Fix Whisper/encoder-decoder GPU memory leak (#32789) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-22 10:50:37 +00:00
Lucas Wilkinson 889722f3bf [FlashMLA] Update FlashMLA to expose new arguments (#32810) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-21 22:02:39 -07:00
knlnguyen1802 378385b90c [EC Connector] Optimize remote cache check in scheduler (#32585) 
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
 2026-01-22 03:30:59 +00:00
Matt c5487e2b96 [Bugfix] Fix potential EAGLE spec decode segfault during graph capture (#32818) 
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-01-22 03:11:55 +00:00
Woosuk Kwon 5e00b561cd [Model Runner V2] Do not error on attention backends (#32820) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2026-01-21 17:02:48 -08:00
Woosuk Kwon 408195ec59 [Model Runner V2] Refactor Prompt Logprobs (#32811) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2026-01-21 15:12:20 -08:00
Nick Hill 24dc30f7ff [ModelRunner V2] Don't pin reused flashinfer tensors (#32799) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-21 13:17:43 -08:00
Woosuk Kwon e1da249c93 [Model Runner V2] Minor refactor for compute_slot_mappings (#32794) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2026-01-21 10:24:35 -08:00
elvischenv 808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2026-01-21 08:49:50 -08:00
Pleaplusone 6c20e89c02 [ROCm][Deepseekv3.2] Refactor Sparse Indexer as CustomOp (#29287) 
Signed-off-by: ganyi <ygan@amd.com>
 2026-01-21 23:16:30 +08:00
Robert Shaw 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Lucas Wilkinson b4f64e5b02 Update FlashMLA (#32491) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-21 13:03:37 +08:00
shanjiaz 7ab80a8e37 Added qwen3 vision language moe support for speculative decoding (#32048) 
Signed-off-by: shanjiaz <zsjwpianpian@gmail.com>
Signed-off-by: shanjiaz <43143795+shanjiaz@users.noreply.github.com>
 2026-01-21 03:24:05 +00:00
Nick Hill 6f067b1fb7 [Cleanup] Remove unused KVConnectorModelRunnerMixin methods (#32077) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-01-21 11:16:37 +08:00
Or Ozeri 7013e9ac8f OffloadingConnector: Prevent redundant loads (#29087) 
Signed-off-by: Or Ozeri <oro@il.ibm.com>
 2026-01-21 01:15:42 +00:00
Lucas WilkinsonandMatthew Bonanni 2261340806 [Misc] Remove pad_for_cudagraphs from config (#30143) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-20 15:05:48 -05:00
Shinichi HemmiandKenichi Maehashi 86c69dc54c [Bugfix] Fix byte fallback handling when using outlines (#31391) 
Signed-off-by: Shinichi Hemmi <50256998+Alnusjaponica@users.noreply.github.com>
Co-authored-by: Kenichi Maehashi <maehashi@preferred.jp>
 2026-01-20 19:48:08 +00:00