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55 Commits

Author SHA1 Message Date
wang.yuqi
dcdc145893 [CI] Reorganize scoring tests (#38207) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-03-26 12:07:01 +00:00
Andreas Karatzas
f262a62aa1 [ROCm][CI] Fix flaky Cohere/OpenAI embedding parity test (#37616) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-25 10:55:51 +00:00
wang.yuqi
1b6cb920e6 [Deprecate] Deprecate pooling multi task support. (#37956) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-03-24 14:07:47 +00:00
Isotr0py
a836524d20 [Chore] Replace all base64 usages with faster pybase64 package (#37290) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-17 14:44:19 +00:00
Walter Beller-Morales
061980c36a [Feature][Frontend] add support for Cohere Embed v2 API (#37074) 
Signed-off-by: walterbm <walter.beller.morales@gmail.com>
 2026-03-16 19:55:53 -04:00
Wentao Ye
c34ba6b961 [Perf] Optimize compute maxsim using batched version, 3.2% E2E throughput improvement (#36710) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-03-12 08:37:01 +08:00
Harry Mellor
c88510083b Fix Qwen2.5-VL test for Transformers v5 (#36532) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-10 12:05:34 +00:00
wang.yuqi
fff3711a24 [Frontend][2/n] Improve pooling entrypoints | embed. (#36110) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
 2026-03-09 11:42:19 +08:00
milesial
755356b3d1 feat: expose media_io_kwargs at runtime (#34778) 
Signed-off-by: Alexandre Milesi <milesial@users.noreply.github.com>
 2026-03-07 04:27:04 +00:00
Wentao Ye
e113a30113 [Deprecation] Deprecate code in 0.17 as scheduled (#35441) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-02-28 17:32:37 +00:00
Andreas Karatzas
1e69c04887 [ROCm][CI] Parametrize vision score tests across attention backends with per-backend tolerances (#35571) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-02-28 08:59:26 +00:00
Wentao Ye
99c7892c5b [Perf] Optimize maxsim scores computation for pooling models, 13.9% E2E throughput improvement (#35330) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-26 17:14:54 +00:00
Andreas Karatzas
a8a47c17b6 [ROCm][CI] Fix flaky embedding chat test by using tolerance-based comparison (#35050) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-02-22 09:03:44 +00:00
Ilya Boytsov
071d863e20 Extend ColBERT support to non-standard BERT backbones (#34170) 
Signed-off-by: Ilya Boytsov <ilya.boytsov@aleph-alpha.com>
 2026-02-13 09:53:09 +00:00
wang.yuqi
22b64948f6 [Frontend][last/5] Make pooling entrypoints request schema consensus. (#31127) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-02-09 06:42:38 +00:00
Cyrus Leung
038914b7c8 [Refactor] Move task outside of PoolingParams.verify (#33796) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-02-05 09:33:11 +00:00
Ilya Boytsov
439afa4eea feat: Add ColBERT late interaction model support (#33686) 
Signed-off-by: Ilya Boytsov <ilyaboytsov1805@gmail.com>
Signed-off-by: Ilya Boytsov <boytsovpanamera@mail.ru>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-02-05 08:05:13 +08:00
wang.yuqi
1b8fe6f7c4 [Frontend][4/n] Make pooling entrypoints request schema consensus | ScoreRequest (#33060) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-02-04 01:48:40 +00:00
Cyrus Leung
83449a5ff0 [Refactor] Clean up pooling serial utils (#33665) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-03 10:29:18 +00:00
Cyrus Leung
f0a1c8453a [Frontend] Use new Renderer for Completions and Tokenize API (#32863) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-31 04:51:15 -08:00
wang.yuqi
abb34ac43a [Bugfix] Fix Qwen3-VL-Reranker load. (#33298) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-29 08:42:53 +00:00
wang.yuqi
76139d0801 [Frontend] Frontend will only attach supported tasks corresponding entrypoints. (#33139) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-01-27 12:15:43 +00:00
wang.yuqi
05f3d714db [Frontend][3/n] Make pooling entrypoints request schema consensus | EmbedRequest & ClassifyRequest (#32905) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-23 12:03:44 +00:00
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
wang.yuqi
328cbb2773 [Frontend][2/n] Make pooling entrypoints request schema consensus | ChatRequest (#32574) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-01-22 10:32:44 +00:00
wang.yuqi
c88860d759 [Frontend] Score entrypoint support data_1 & data_2 and queries & documents as inputs (#32577) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-01-19 14:07:46 +00:00
wang.yuqi
4ae77dfd42 [Frontend][1/n] Make pooling entrypoints request schema consensus | CompletionRequest (#32395) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-01-16 06:17:04 +00:00
Cyrus Leung
28459785ff [3/N] Group together media-related code (#32406) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-15 11:52:12 +00:00
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
wang.yuqi
96860af655 [Model] rename use_pad_token to use_sep_token (#31784) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-01-06 14:16:04 +00:00
wang.yuqi
1ff67df182 [CI] Reorganization pooling_mteb_test (#31265) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-12-24 23:36:20 +08:00
Andreas Karatzas
0247a91e00 [ROCm][CI] Fix entrypoints tests and Python-only installation test on ROCm (#28979) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2025-12-23 22:42:30 -08:00
Cyrus Leung
bb62dda2c3 [Misc] Introduce encode_*_url utility function (#31208) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-23 13:45:21 +00:00
Jakub Zakrzewski
23daef548d [Frontend] Support using chat template as custom score template for reranking models (#30550) 
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-12-23 11:19:16 +00:00
wang.yuqi
2e660c2434 [Frontend] Binary embedding response does not return metadata by setting encoding_format to bytes_only. (#30249) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-08 12:01:21 +00:00
wang.yuqi
74c4d80c6c [Model][6/N] Improve all pooling task | Support chunked prefill with ALL pooling (#27145) 
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-04 13:44:15 +00:00
ImaGoodFella
60c3d413af [Multimodal][Core] Optimize multimodal preprocessing cache by hashing image bytes instead of pixel values (#29621) 
Signed-off-by: Rahul Steiger <rasteiger@ethz.ch>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-12-02 21:49:02 +08:00
Cyrus Leung
653591d5e7 [Chore] Move tokenizer initialization methods (#29793) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-02 13:33:37 +08:00
Cyrus Leung
f0a28bf661 [Misc] Unify tokenizer registration (#29767) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-01 11:34:58 +00:00
wang.yuqi
62de4f4257 [Frontend] Resettle pooling entrypoints (#29634) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-12-01 15:30:43 +08:00
wang.yuqi
7a80b01889 [CI] Resettle pooling entrypoints tests. (#29370) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-11-25 10:39:10 +00:00
rasmith
6f403501a0 [CI/Build][AMD] Enable Entrypoints Integration Test (Pooling) to run without error on ROCm (#29212) 
Signed-off-by: Randall Smith <ransmith@amd.com>
Co-authored-by: Randall Smith <ransmith@amd.com>
 2025-11-22 02:13:18 +00:00
Kevin H. Luu
c64c0b78de [chore] Move the rest of wikimedia url to S3 (#28921) 
Signed-off-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-18 09:44:18 -08:00
Srreyansh Sethi
360bd8762f [Frontend] Added chat-style multimodal support to /classify. (#27516) 
Signed-off-by: WorldExplored <srreyansh.sethi@gmail.com>
Signed-off-by: Srreyansh Sethi <107075589+WorldExplored@users.noreply.github.com>
Signed-off-by: vnadathur <glvikramn@gmail.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: vnadathur <236933696+vnadathur@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: vnadathur <glvikramn@gmail.com>
Co-authored-by: wang.yuqi <noooop@126.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2025-11-14 11:03:55 +00:00
wang.yuqi
4464723f22 [Frontend][Doc][5/N] Improve all pooling task | Polish encode (pooling) api & Document. (#25524) 
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-10-30 12:13:05 +00:00
wang.yuqi
1f633b8632 [Frontend][3/N] Improve all pooling task | Support binary embedding response (#27066) 
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-10-22 18:38:57 +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
wang.yuqi
d2a7938582 [Frontend][1/N] Improve all pooling task | Support FP16 Embedding Base64 (Still uses fp32 by default). (#26414) 
Signed-off-by: wang.yuqi <noooop@126.com>
Co-authored-by: Maximilien de Bayser <maxdebayser@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2025-10-13 19:06:43 +00:00
wang.yuqi
767c3ab869 [Model][0/N] Improve all pooling task | clean up (#25817) 
Signed-off-by: wang.yuqi <noooop@126.com>
 2025-10-13 16:44:50 +08:00
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