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69 Commits

Author SHA1 Message Date
Chen Zhang
e60f550b38
[v1] Support multiple KV cache groups in GPU model runner (#17945) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-05-14 18:54:54 -07:00
Chen Zhang
f2ae883b67
[v1][KVCacheManager] pass num_new_computed_tokens to kv cache manager (#18001) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-05-13 19:09:39 -07:00
Chen Zhang
f0d610a8ae
[v1][KVCacheManager] Avoid full cache hit by controlling max_length (#17999) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-05-13 06:50:38 +00:00
Robert Shaw
d19110204c
[P/D] NIXL Integration (#17751) 
Signed-off-by: ApostaC <yihua98@uchicago.edu>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: Brent Salisbury <bsalisbu@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: ApostaC <yihua98@uchicago.edu>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Brent Salisbury <bsalisbu@redhat.com>
 2025-05-12 09:46:16 -07:00
Chen Zhang
ca66a1674c
[v1] Rename specialized_manager.py to single_type_kv_cache_manager.py (#17946) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-05-10 16:14:12 -07:00
Chen Zhang
200da9a517
[v1] Move block management logic from KVCacheManager to SpecializedManager (#17474) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-05-09 15:25:34 +00:00
Ning Xie
d310e6de98
[BUGFIX]: return fast when request requires prompt logprobs (#17251) 2025-05-08 21:25:41 -07:00
Chen Zhang
aabcd2cae3
[v1] Introduce KVCacheBlocks as interface between Scheduler and KVCacheManager (#17479) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-05-06 08:50:34 -07:00
Harry Mellor
d6484ef3c3
Add full API docs and improve the UX of navigating them (#17485) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-03 19:42:43 -07:00
Robert Shaw
c777df79f7
[BugFix] Fix Memory Leak (#17567) 
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
 2025-05-02 01:07:03 -07:00
Chen Zhang
81ecf425f0
[v1][Spec Decode] Make sliding window compatible with eagle prefix caching (#17398) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-04-30 18:25:53 +00:00
Alec
0be6d05b5e
[V1][Metrics] add support for kv event publishing (#16750) 
Signed-off-by: alec-flowers <aflowers@nvidia.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
 2025-04-30 07:44:45 -07:00
Marko Rosenmueller
77073c77bc
[Core] Prevent side-channel attacks via cache salting (#17045) 
Signed-off-by: Marko Rosenmueller <5467316+dr75@users.noreply.github.com>
 2025-04-30 20:27:21 +08:00
Lily Liu
20e489eaa1
[V1][Spec Decode] Make eagle compatible with prefix caching. (#17137) 
Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
 2025-04-27 09:29:43 -07:00
Ning Xie
fd11a325b8
[MISC] rename interval to max_recent_requests (#14285) 2025-04-26 16:59:18 +00:00
Nick Hill
df6f3ce883
[Core] Remove prompt string from engine core data structures (#17214) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-04-25 23:41:05 -07:00
Mark McLoughlin
340d7b1b21
[V1][Spec Decoding] Add num_drafts and num_accepted_tokens_per_position metrics (#16665) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-04-24 08:57:40 -07:00
Rui Qiao
c0dfd97519
[V1][PP] Optimization: continue scheduling prefill chunks (#17080) 
Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
 2025-04-24 05:27:08 -07:00
Woosuk Kwon
c4ab9f3e71
[V1] Remove pre-allocation for KV cache (#16941) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-04-22 00:52:18 -07:00
Woosuk Kwon
3a0fba5cf4
[V1][Spec Decode] Handle draft tokens beyond max_model_len (#16087) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-04-21 12:38:50 -07:00
vie-serendipity
d9737ca1c6
[V1][Misc] stop update prefix cache stats when logs_stats is disabled (#16460) 
Signed-off-by: vie-serendipity <2733147505@qq.com>
 2025-04-19 02:25:19 -07:00
Yihua Cheng
3408e47159
[P/D][V1] KV Connector API V1 (#15960) 
Signed-off-by: ApostaC <yihua98@uchicago.edu>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Signed-off-by: remi <remi@mistral.ai>
Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Rémi Delacourt <54138269+Flechman@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
 2025-04-17 13:22:40 -07:00
Lily Liu
f49e5aff11
[V1][Spec Decode] KV cache slots for eagle heads (#16370) 
Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
 2025-04-12 19:42:51 -07:00
Michael Goin
aa3b3d76e0
Enforce valid max_num_batched_tokens when disable_chunked_mm_input=True (#16447) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-11 08:09:52 +00:00
rongfu.leng
4716377fbc
[Feature] Estimate max-model-len use available KV cache memory (#16168) 
Signed-off-by: rongfu.leng <rongfu.leng@daocloud.io>
 2025-04-08 19:12:51 -07:00
Michael Goin
8e5314a468
[V1] Add disable_chunked_mm_input arg to disable partial mm input prefill (#15837) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-07 23:24:07 -07:00
Roger Wang
f2ebb6f541
[V1] Scatter and gather placeholders in the model runner (#16076) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Jennifer Zhao <ai.jenniferzhao@gmail.com>
 2025-04-08 10:43:41 +08:00
Roger Wang
af51d80fa1
Revert "[V1] Scatter and gather placeholders in the model runner" (#16075) 2025-04-04 14:50:57 -07:00
Cyrus Leung
f5722a5052
[V1] Scatter and gather placeholders in the model runner (#15712) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
 2025-04-04 21:26:44 +00:00
Mark McLoughlin
a35a8a8392
[V1][Spec Decode] Avoid logging useless nan metrics (#16023) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-04-04 08:52:41 -07:00
Mark McLoughlin
a79cc68b3a
[V1][Metrics] Initial speculative decoding metrics (#15151) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-04-01 10:45:04 -07:00
Chen Zhang
3a5f0afcd2
[V1] Implement sliding window attention in kv_cache_manager (#14097) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-04-01 00:33:17 -07:00
Mark McLoughlin
f98a4920f9
[V1][Core] Remove unused speculative config from scheduler (#15818) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-03-31 19:15:21 +00:00
Cody Yu
54aa619459
[V1] Refactor num_computed_tokens logic (#15307) 
Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-03-27 04:54:36 +00:00
marko
27df5199d9
Support SHA256 as hash function in prefix caching (#15297) 
Signed-off-by: Marko Rosenmueller <5467316+dr75@users.noreply.github.com>
 2025-03-26 11:11:28 -07:00
Lu Fang
082ab86f5f
[V1] Support long_prefill_token_threshold in v1 scheduler (#15419) 
Signed-off-by: Lu Fang <lufang@fb.com>
 2025-03-25 14:22:26 -07:00
Chen Zhang
93a00d7dde
[v1] Refactor KVCacheConfig (#14079) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-03-21 04:56:27 -07:00
Woosuk Kwon
0c6f5023c3
[V1] Scheduler Refactoring [1/N] - Add Scheduler Interface (#15250) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-03-20 17:50:43 -07:00
afeldman-nm
ef64044079
[V1] Prompt logprobs + APC compatibility; prompt logprobs reqs cannot fill APC (#13949) 2025-03-08 01:48:12 +00:00
Aaron Pham
80e9afb5bc
[V1][Core] Support for Structured Outputs (#12388) 
Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-03-07 07:19:11 -08:00
Harry Mellor
cf069aa8aa
Update deprecated Python 3.8 typing (#13971) 2025-03-02 17:34:51 -08:00
Chen Zhang
28943d36ce
[v1] Move block pool operations to a separate class (#13973) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
 2025-02-28 20:53:31 +00:00
Woosuk Kwon
cd4a72a28d
[V1][Spec decode] Move drafter to model runner (#13363) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-02-17 15:40:12 -08:00
Lily Liu
80f63a3966
[V1][Spec Decode] Ngram Spec Decode (#12193) 
Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
 2025-02-15 18:05:11 -08:00
Cody Yu
9206b3d7ec
[V1][PP] Run engine busy loop with batch queue (#13064) 2025-02-15 03:59:01 -08:00
Mark McLoughlin
75e6e14516
[V1][Metrics] Add several request timing histograms (#12644) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2025-02-11 10:14:00 -05:00
Cody Yu
41c5dd45b9
[V1][Metrics] Add GPU prefix cache hit rate % gauge (#12592) 2025-02-11 08:27:25 +00:00
Woosuk Kwon
3243158336
[V1] Move KV block hashes from Request to KVCacheManager (#12922) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-02-07 19:14:10 -08:00
afeldman-nm
0630d4537a
[V1] Logprobs and prompt logprobs support (#9880) 
This PR is adding support for sample logprobs & prompt logprobs to vLLM v1.

New behavior:

- During model execution, model runner computes sample logprobs (if user-provided logprobs setting is not None) and prompt logprobs (if user-provided prompt_logprobs setting is not None). For both sample and prompt logprobs, the engine core returns 3 vectors: token ids, token logprob values, token ranks. Ranks reflect tokens' 1-indexed positions in the vocabulary vector after sorting the vocabulary by log probability in descending order.
- In scheduler.update_from_output(), sample and prompt logprobs are incorporated into the EngineCoreOutput data structure which is transferred to the engine client. If multiprocessing is enabled, then sample and prompt logprobs will be (de)serialized when the EngineCoreOutput data structure is (de)serialized.
- During output processing, the LogprobsProcessor transforms the triplet of token ids, token logprobs values, and token ranks into the OpenAI-compatible List[Dict[token id,Logprob]] format (for sample and prompt logprobs respectively.)
- Each Logprob instance (whether sample- or prompt-) consists of a token's log-probability, rank, and detokenized string representation. Note that logprob detokenization is handled by the LogprobsProcessor not the detokenizer.

Signed-off-by: Andrew Feldman <afeldman@neuralmagic.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>


Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-02-07 07:26:20 -08:00
Varun Sundar Rabindranath
467a96a541
[V1] LoRA Support (#10957) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-02-06 09:32:51 -08:00