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69 Commits
Author SHA1 Message Date
Harry Mellor 1fe3a1571a Reduce AutoWeightsLoader kwargs (#53106) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-20 15:40:11 +00:00
Wentao Ye adc3e03517 [Mypy Fix] Mypy fix for "vllm/model_executor/models/[aA][bB]" (#48977) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-08-06 19:30:15 +00:00
Snehlata 7738ef35b8 [Feat] Add Support for BertForMaskedLM to vLLM (#48463) 
Signed-off-by: atalhens <sneh.lata@nutanix.com>
 2026-07-13 20:56:25 +00:00
Harry Mellor 1ab9522935 Remove more unnecessary load_weights methods (#47058) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-30 15:22:16 +01:00
Nick Hill b82e908b4c [Perf][4/n] Eliminate various GPU<->CPU syncs (#42347) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-05-19 10:35:54 -04:00
Wentao Ye 995dea1354 [Perf] Remove redundant device copies for CPU-only pooling token IDs, 48.9% E2E throughput improvement (#38139) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-03-29 18:12:50 +00:00
Matthew Bonanni a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-27 10:02:51 -05:00
Cyrus Leung 232214b2ae [Bugfix] Replace PoolingParams.normalize with use_activation (#32243) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-13 10:45:42 +00:00
Cyrus Leung 8863c2b25c [Model] Standardize pooling heads (#32148) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-12 17:01:49 +00:00
Cyrus Leung 9101dc756c [Model] Avoid hardcoding pooling type (#32119) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-11 21:28:12 -08:00
Cyrus Leung 583a90e005 [Refactor] Separate sequence and token pooling types (#32026) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-10 04:53:24 +00:00
Matthew Bonanni 2612ba9285 [1/N][Attention] Restructure attention: move files (#31916) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-09 13:10:24 -08:00
Cyrus Leung c8ed39b9dd [Model] Reorganize pooling layers (#31973) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-09 11:02:14 +00:00
Cyrus Leung d1b6fe007f [Chore] Further cleanup pooler (#31951) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-08 02:16:21 -08:00
Cyrus Leung b7036c87a1 [Refactor] Clean up pooler modules (#31897) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-08 00:07:43 +08:00
Harry Mellor 6f15ac5de7 Don'e assume position_embedding_type will be present for BERT and RoBERTa models (#30770) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-12-16 13:40:26 +00:00
wang.yuqiandCyrus Leung f4b76056ee Improve enable chunked_prefill & prefix_caching logic. (#26623) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-11-27 22:05:48 -08:00
Harry Mellor 97d1c99302 Rename clashing method names for vLLM model protocol (#27583) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-12 19:14:33 -08:00
wang.yuqi f54f85129e [Model][2/N] Improve all pooling task | Support multi-vector retrieval (#25370) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-10-15 11:14:41 +00:00
Huamin Li 4fca1a1bd2 [easy] fix pre commit error on trunk (#26665) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-10-12 21:25:34 +00:00
gjgjosandCyrus Leung 18ed7746ea [Feature] Add support for naver/splade-v3 (BERT-based sparse embedding model) (#26339) 
Signed-off-by: gjgjos <gjgjos@naver.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-10-12 17:00:52 +00:00
Harry Mellor 8fcaaf6a16 Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Harry Mellor d6953beb91 Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Cyrus Leung 4570535ec4 [Model] CLIP Embedding Support (#26010) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-04 06:21:42 -07:00
Cyrus Leung 9f1c4ecaf2 [Bugfix] Token type and position embeddings fail to be applied to inputs_embeds (#25922) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-01 00:23:12 +08:00
Cyrus LeungNickLuccheRoger Wang
 		27d7638b94 [Bugfix] Merge MM embeddings by index instead of token IDs (#16229) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-09-27 08:15:12 +00:00
wang.yuqiandIsotr0py 5f696c33b1 [New Model] Support BertForTokenClassification / Named Entity Recognition (NER) task (#24872) 
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-18 23:22:01 +08:00
wang.yuqi 19332c0479 [Model] Systematic support for fp32 head, pooling models part (#23810) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-09-09 07:29:50 -07:00
Maximilien de BayserandWoosuk Kwon 2554b27baa [V0 Deprecation] Remove pooling model support in V0 (#23434) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-29 00:04:02 -07:00
Cyrus Leung 5eeef1b908 [Model] Explicit default_pooling_type interface (#23736) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-27 13:24:09 +00:00
Chen Zhang 17373dcd93 [Attention] Refactor AttentionMetadata Preparation for Encoder-only Models (#23154) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-08-22 05:05:59 +00:00
wang.yuqi d70a16625d [Performance] V1 Pooling Models E2E Performance Optimization (#23162) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-08-21 13:26:09 +00:00
wang.yuqi 84cf78acee [Model] Pooling models default to using chunked prefill & prefix caching if supported. (#20930) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-08-11 09:41:37 -07:00
Maximilien de Bayser 39052dbca8 Support token_type_ids in V1 with less code changes (#21985) 
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
 2025-08-10 22:54:59 -07:00
Isotr0py 429e4e2d42 [Bugfix] Fix ModernBert cuda graph capturing in v1 (#21901) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-08-08 22:17:22 -07:00
Maximilien de BayserandRussell Bryant 1cd6eaba54 Support encoder-only models without KV-Cache (#21270) 
Signed-off-by: Max de Bayser <maxdebayser@gmail.com>
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
 2025-07-26 21:09:52 +08:00
Cyrus Leung 46d81d6951 [V1] Get supported tasks from model runner instead of model config (#21585) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-25 05:36:45 -07:00
Cyrus Leung 042af0c8d3 [Model][1/N] Support multiple poolers at model level (#21227) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-21 02:22:21 -07:00
Cyrus Leung 45badd05d0 [Core] Set pooling params based on task and model (#21128) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-18 05:41:17 -07:00
Cyrus Leung 90bd2ab6e3 [Model] Update pooling model interface (#21058) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-17 16:05:40 +00:00
Cyrus Leung 1c3198b6c4 [Model] Consolidate pooler implementations (#20927) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-16 13:39:13 +00:00
Jennifer He 85bd6599e4 [Model] Add AutoWeightsLoader support for BERT, RoBERTa (#20534) 
Signed-off-by: Jennifer He <islandhe@gmail.com>
Signed-off-by: <islandhe@gmail.com>
Signed-off-by: Jen H <islandhe@gmail.com>
 2025-07-15 13:34:24 +08:00
Cyrus Leung c18b3b8e8b [Bugfix] Add use_cross_encoder flag to use correct activation in ClassifierPooler (#20527) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-07-06 14:01:48 -07:00
Maximilien de Bayserand22quinn 799397ee4f Support embedding models in V1 (#16188) 
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Signed-off-by: Max de Bayser <maxdebayser@gmail.com>
Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>
Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com>
 2025-06-18 21:36:33 -07:00
wang.yuqi f40f763f12 [CI] Add mteb testing for rerank models (#19344) 2025-06-16 01:36:43 -07:00
wang.yuqi 35cf32df30 Improve the output precision of embedding models (#19092) 2025-06-04 11:48:57 +00:00
Simon Mo 02f0c7b220 [Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Maximilien de BayserandCyrus Leung 515b413ebf Prevent the cross-encoder logic from being applied to classification tasks (#18838) 
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-05-28 19:16:17 -07:00
Harry Mellor 26d0419309 Update deprecated type hinting in models (#18132) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-14 22:06:50 -07:00
wang.yuqi e4b8713380 [New Model]: nomic-embed-text-v2-moe (#17785) 2025-05-11 00:59:43 -07:00