SangBin Cho
0f8a91401c
[Core] Ignore infeasible swap requests. ( #4557 )
2024-05-02 14:31:20 -07:00
Michał Moskal
32881f3f31
[kernel] fix sliding window in prefix prefill Triton kernel ( #4405 )
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Co-authored-by: SangBin Cho <rkooo567@gmail.com>
2024-05-02 11:23:37 -07:00
alexm-nm
7038e8b803
[Kernel] Support running GPTQ 8-bit models in Marlin ( #4533 )
2024-05-02 12:56:22 -04:00
youkaichao
2a85f93007
[Core][Distributed] enable multiple tp group ( #4512 )
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Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
2024-05-02 04:28:21 +00:00
Ronen Schaffer
5e401bce17
[CI]Add regression tests to ensure the async engine generates metrics ( #4524 )
2024-05-01 19:57:12 -07:00
SangBin Cho
0d62fe58db
[Bug fix][Core] assert num_new_tokens == 1 fails when SamplingParams.n is not 1 and max_tokens is large & Add tests for preemption ( #4451 )
2024-05-01 19:24:13 -07:00
Danny Guinther
b8afa8b95a
[MISC] Rework logger to enable pythonic custom logging configuration to be provided ( #4273 )
2024-05-01 17:34:40 -07:00
sasha0552
c47ba4aaa9
[Bugfix] Add validation for seed ( #4529 )
2024-05-01 19:31:22 +00:00
Nick Hill
a657bfc48a
[Core] Add multiproc_worker_utils for multiprocessing-based workers ( #4357 )
2024-05-01 18:41:59 +00:00
leiwen83
24750f4cad
[Core] Enable prefix caching with block manager v2 enabled ( #4142 )
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Co-authored-by: Lei Wen <wenlei03@qiyi.com>
Co-authored-by: Sage Moore <sagemoore@utexas.edu>
2024-05-01 11:20:32 -07:00
leiwen83
b38e42fbca
[Speculative decoding] Add ngram prompt lookup decoding ( #4237 )
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Co-authored-by: Lei Wen <wenlei03@qiyi.com>
2024-05-01 11:13:03 -07:00
SangBin Cho
6f1df80436
[Test] Add ignore_eos test ( #4519 )
2024-05-01 08:45:42 -04:00
Jee Li
d6f4bd7cdd
[Misc]Add customized information for models ( #4132 )
2024-04-30 21:18:14 -07:00
Robert Caulk
c3845d82dc
Allow user to define whitespace pattern for outlines ( #4305 )
2024-04-30 20:48:39 -07:00
Florian Greinacher
a494140433
[Frontend] Support complex message content for chat completions endpoint ( #3467 )
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Co-authored-by: Lily Liu <lilyliupku@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2024-04-30 16:28:46 -07:00
Robert Shaw
111815d482
[Kernel] Support Fp8 Checkpoints (Dynamic + Static) ( #4332 )
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Co-authored-by: Philipp Moritz <pcmoritz@gmail.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: mgoin <michael@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
2024-04-30 21:46:12 +00:00
leiwen83
4bb53e2dde
[BugFix] fix num_lookahead_slots missing in async executor ( #4165 )
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Co-authored-by: Lei Wen <wenlei03@qiyi.com>
2024-04-30 10:12:59 -07:00
youkaichao
f4f921b7f1
[Core][Distributed] use cpu group to broadcast metadata in cpu ( #4444 )
2024-04-29 13:52:22 -07:00
Robert Shaw
73c8d677e5
[Kernel] Marlin Expansion: Support AutoGPTQ Models with Marlin ( #3922 )
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Co-authored-by: alexm <alexm@neuralmagic.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
2024-04-29 09:35:34 -07:00
Prashant Gupta
d6e520e170
[Core] Support offline use of local cache for models ( #4374 )
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Signed-off-by: Prashant Gupta <prashantgupta@us.ibm.com>
Co-authored-by: Travis Johnson <tjohnson31415@gmail.com>
2024-04-27 09:59:55 -07:00
Nick Hill
81661da7b2
[BugFix] Fix min_tokens when eos_token_id is None ( #4389 )
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Co-authored-by: DefTruth <31974251+deftruth@users.noreply.github.com>
2024-04-27 09:52:46 -07:00
Ruoyu Qin
dfea173148
[Bugfix] Abort requests when the connection to /v1/completions is interrupted ( #4363 )
2024-04-27 09:48:37 -07:00
Roy
7134303cbb
[Bugfix][Core] Fix get decoding config from ray ( #4335 )
2024-04-27 11:30:08 +00:00
Austin Veselka
eefeb16464
[Kernel] Full Tensor Parallelism for LoRA Layers ( #3524 )
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Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
2024-04-27 00:03:48 -07:00
Cyrus Leung
8947bc3c15
[Frontend][Bugfix] Disallow extra fields in OpenAI API ( #4355 )
2024-04-27 05:08:24 +00:00
Cody Yu
a62aaf1df5
[Misc][Refactor] Generalize linear_method to be quant_method ( #4373 )
2024-04-26 16:41:14 -04:00
SangBin Cho
603ad84815
[Core] Refactoring sampler and support prompt logprob for chunked prefill ( #4309 )
2024-04-26 13:02:02 +00:00
Cyrus Leung
a74dee9b62
[Bugfix] Fix parameter name in get_tokenizer ( #4107 )
2024-04-25 19:10:48 -07:00
Woosuk Kwon
468d761b32
[Misc] Reduce supported Punica dtypes ( #4304 )
2024-04-23 18:54:33 -07:00
youkaichao
91f50a6fe2
[Core][Distributed] use cpu/gloo to initialize pynccl ( #4248 )
2024-04-23 18:32:19 -07:00
Cyrus Leung
1e8f4252aa
[Bugfix][Frontend] Raise exception when file-like chat template fails to be opened ( #4292 )
2024-04-23 18:19:03 +00:00
James Fleming
2b7949c1c2
AQLM CUDA support ( #3287 )
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Co-authored-by: mgoin <michael@neuralmagic.com>
2024-04-23 13:59:33 -04:00
Cade Daniel
62b8aebc6f
[Speculative decoding 7/9] Speculative decoding end-to-end correctness tests. ( #3951 )
2024-04-23 08:02:36 +00:00
SangBin Cho
050f285ff6
[Core] Scheduling optimization 2 ( #4280 )
2024-04-23 08:02:11 +00:00
SangBin Cho
ad8d696a99
[Core] Scheduler perf fix ( #4270 )
2024-04-22 21:11:06 +00:00
GeauxEric
a37d815b83
Make initialization of tokenizer and detokenizer optional ( #3748 )
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Co-authored-by: Yun Ding <yunding@nvidia.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2024-04-21 22:06:46 +00:00
nunjunj
91528575ec
[Frontend] multiple sampling params support ( #3570 )
2024-04-20 00:11:57 -07:00
Cody Yu
a22cdea371
[Kernel][FP8] Initial support with dynamic per-tensor scaling ( #4118 )
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Provide an initial support to FP8 computation. This PR is inspired by HuggingFace TGI: huggingface/text-generation-inference#1726
This feature can be enabled with --quantization fp8 or -q fp8 when launching an engine.
Algorithm:
We still load a model checkpoint in FP16/BF16. After the weights are loaded, Fp8LinearMethod calculates the per-tensor scaling factor of weights and quantizes the weights accordingly. The scaling factor will then be stored for future use. Meanwhile, the per-tensor scaling factor for activations is calculated in every forward pass.
Initial Results:
Currently tested Mistral-7B on 1xH100. With prompt length ~5 and decoding length 128:
BF16: 1.47s
FP8: 1.66s
I'll try to use larger models and try to find more performance bottleneck. Meanwhile, you're welcome to try this code.
2024-04-20 04:28:57 +00:00
Ayush Rautwar
138485a82d
[Bugfix] Add fix for JSON whitespace ( #4189 )
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Co-authored-by: Ubuntu <ubuntu@ip-172-31-13-147.ec2.internal>
2024-04-19 20:49:22 -07:00
Jee Li
d17c8477f1
[Bugfix] Fix LoRA loading check ( #4138 )
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Co-authored-by: simon-mo <simon.mo@hey.com>
2024-04-19 00:59:54 -07:00
youkaichao
8a7a3e4436
[Core] add an option to log every function call to for debugging hang/crash in distributed inference ( #4079 )
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Co-authored-by: Simon Mo <simon.mo@hey.com>
2024-04-18 16:15:12 -07:00
James Whedbee
e1bb2fd52d
[Bugfix] Support logprobs when using guided_json and other constrained decoding fields ( #4149 )
2024-04-18 21:12:55 +00:00
Michał Moskal
e8cc7967ff
[Bugfix][Kernel] allow non-power-of-two head sizes in prefix prefill ( #4128 )
2024-04-18 00:51:28 -07:00
Michael Goin
53b018edcb
[Bugfix] Get available quantization methods from quantization registry ( #4098 )
2024-04-18 00:21:55 -07:00
youkaichao
6dc1fc9cfe
[Core] nccl integrity check and test ( #4155 )
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[Core] Add integrity check during initialization; add test for it (#4155 )
2024-04-17 22:28:52 -07:00
Shoichi Uchinami
a53222544c
[Kernel] Add punica dimension for Swallow-MS-7B LoRA ( #4134 )
2024-04-17 10:02:45 -07:00
youkaichao
8438e0569e
[Core] RayWorkerVllm --> WorkerWrapper to reduce duplication ( #4024 )
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[Core] replace narrow-usage RayWorkerVllm to general WorkerWrapper to reduce code duplication (#4024 )
2024-04-17 08:34:33 +00:00
Cade Daniel
e95cd87959
[Speculative decoding 6/9] Integrate speculative decoding with LLMEngine ( #3894 )
2024-04-16 13:09:21 -07:00
Antoni Baum
69e1d2fb69
[Core] Refactor model loading code ( #4097 )
2024-04-16 11:34:39 -07:00
Noam Gat
05434764cd
LM Format Enforcer Guided Decoding Support ( #3868 )
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Co-authored-by: Simon Mo <simon.mo@hey.com>
2024-04-16 05:54:57 +00:00
SangBin Cho
4e7ee664e2
[Core] Fix engine-use-ray broken ( #4105 )
2024-04-16 05:24:53 +00:00
Sanger Steel
711a000255
[Frontend] [Core] feat: Add model loading using tensorizer ( #3476 )
2024-04-13 17:13:01 -07:00
Jee Li
989ae2538d
[Kernel] Add punica dimension for Baichuan-13B ( #4053 )
2024-04-13 07:55:05 -07:00
SangBin Cho
36729bac13
[Test] Test multiple attn backend for chunked prefill. ( #4023 )
2024-04-12 09:56:57 -07:00
Jee Li
1096717ae9
[Core] Support LoRA on quantized models ( #4012 )
2024-04-11 21:02:44 -07:00
Nick Hill
e46a60aa4c
[BugFix] Fix handling of stop strings and stop token ids ( #3672 )
2024-04-11 15:34:12 -07:00
Antoni Baum
1e96c3341a
Add extra punica sizes to support bigger vocabs ( #4015 )
2024-04-11 22:18:57 +00:00
Dylan Hawk
95e7d4a97c
Fix echo/logprob OpenAI completion bug ( #3441 )
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Co-authored-by: Dylan Hawk <dylanwawk@gmail.com>
2024-04-11 22:15:50 +00:00
Antoni Baum
a10d3056da
[Core] Set linear_weights directly on the layer ( #3977 )
2024-04-11 16:35:51 -04:00
Kunshang Ji
e9da5a40c6
[Misc] Add indirection layer for custom ops ( #3913 )
2024-04-10 20:26:07 -07:00
SangBin Cho
e42df7227d
[Test] Add xformer and flash attn tests ( #3961 )
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Co-authored-by: Simon Mo <simon.mo@hey.com>
2024-04-11 03:09:50 +00:00
SangBin Cho
67b4221a61
[Core][5/N] Fully working chunked prefill e2e ( #3884 )
2024-04-10 17:56:48 -07:00
youkaichao
63e7176f26
[Core][Refactor] move parallel_utils into vllm/distributed ( #3950 )
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[WIP][Core][Refactor] move vllm/model_executor/parallel_utils into vllm/distributed and vllm/device_communicators (#3950 )
2024-04-10 15:33:30 -07:00
Travis Johnson
0258b7a94b
[Bugfix] handle prompt_logprobs in _apply_min_tokens_penalty ( #3876 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2024-04-10 01:39:56 -07:00
胡译文
b3104b2a10
[Bugfix] Fix logits processor when prompt_logprobs is not None ( #3899 )
2024-04-10 00:09:36 -07:00
Jee Li
11dd6ebb89
[Misc] Avoid loading incorrect LoRA config ( #3777 )
2024-04-09 19:47:15 -07:00
Cade Daniel
e7c7067b45
[Misc] [Core] Implement RFC "Augment BaseExecutor interfaces to enable hardware-agnostic speculative decoding" ( #3837 )
2024-04-09 11:44:15 -07:00
youkaichao
95baec828f
[Core] enable out-of-tree model register ( #3871 )
2024-04-06 17:11:41 -07:00
SangBin Cho
18de883489
[Chunked Prefill][4/n] Chunked prefill scheduler. ( #3853 )
2024-04-05 10:17:58 -07:00
Cade Daniel
e5043a3e75
[Misc] Add pytest marker to opt-out of global test cleanup ( #3863 )
2024-04-04 21:54:16 -07:00
Matthias Gerstgrasser
aabe8f40f2
[Core] [Frontend] Make detokenization optional ( #3749 )
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Co-authored-by: Nick Hill <nickhill@us.ibm.com>
2024-04-03 21:52:18 -07:00
Michael Feil
537ee25f43
[Core] Enable hf_transfer by default if available ( #3817 )
2024-04-04 04:02:43 +00:00
Adrian Abeyta
2ff767b513
Enable scaled FP8 (e4m3fn) KV cache on ROCm (AMD GPU) ( #3290 )
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Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: HaiShaw <hixiao@gmail.com>
Co-authored-by: AdrianAbeyta <Adrian.Abeyta@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: root <root@gt-pla-u18-08.pla.dcgpu>
Co-authored-by: mawong-amd <156021403+mawong-amd@users.noreply.github.com>
Co-authored-by: ttbachyinsda <ttbachyinsda@outlook.com>
Co-authored-by: guofangze <guofangze@kuaishou.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: jacobthebanana <50071502+jacobthebanana@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-04-03 14:15:55 -07:00
SangBin Cho
3dcb3e8b98
[3/N] Refactor scheduler for chunked prefill scheduling ( #3550 )
2024-04-03 14:13:49 -07:00
Cade Daniel
5757d90e26
[Speculative decoding] Adding configuration object for speculative decoding ( #3706 )
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Co-authored-by: Lily Liu <lilyliupku@gmail.com>
2024-04-03 00:40:57 +00:00
Cade Daniel
eb69d68804
[Misc] [CI/Build] Speed up block manager CPU-only unit tests ~10x by opting-out of GPU cleanup ( #3783 )
2024-04-02 00:49:51 +00:00
Qubitium
7d4e1b85e7
[Misc] Add support for new autogptq checkpoint_format ( #3689 )
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Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
2024-04-01 19:32:01 -04:00
Cade Daniel
93deb0b38f
[Speculative decoding 4/9] Lookahead scheduling for speculative decoding ( #3250 )
2024-04-01 22:55:24 +00:00
Nick Hill
49782fcb76
[Misc] Some minor simplifications to detokenization logic ( #3670 )
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Some simplifications made for clarity.
Also moves detokenization-related functions from tokenizer.py to detokenizer.py.
2024-04-01 13:22:06 -07:00
Robert Shaw
563c1d7ec5
[CI/Build] Make Marlin Tests Green ( #3753 )
2024-03-30 19:18:34 -07:00
mawong-amd
b6d103542c
[Kernel] Layernorm performance optimization ( #3662 )
2024-03-30 14:26:38 -07:00
Roy
f510395bbf
[BugFix][Frontend] Fix completion logprobs=0 error ( #3731 )
2024-03-29 09:38:21 -07:00
Roy
6110c39dc8
[BugFix] Fix tokenizer out of vocab size ( #3685 )
2024-03-29 08:18:59 -07:00
youkaichao
756b30a5f3
[Core][Test] move local_rank to the last arg with default value( #3711 )
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[Core][Test] move local_rank to the last arg with default value to keep api compatible (#3711 )
2024-03-28 21:19:45 -07:00
SangBin Cho
26422e477b
[Test] Make model tests run again and remove --forked from pytest ( #3631 )
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Co-authored-by: Simon Mo <simon.mo@hey.com>
2024-03-28 21:06:40 -07:00
Roy
515386ef3c
[Core] Support multi-node inference(eager and cuda graph) ( #3686 )
2024-03-28 15:01:55 -07:00
SangBin Cho
b51c1cc9d2
[2/N] Chunked prefill data update ( #3538 )
2024-03-28 10:06:01 -07:00
Cade Daniel
14ccd94c89
[Core][Bugfix]Refactor block manager for better testability ( #3492 )
2024-03-27 23:59:28 -07:00
Roger Wang
45b6ef6513
feat(benchmarks): Add Prefix Caching Benchmark to Serving Benchmark ( #3277 )
2024-03-27 13:39:26 -07:00
youkaichao
8f44facddd
[Core] remove cupy dependency ( #3625 )
2024-03-27 00:33:26 -07:00
Jee Li
566b57c5c4
[Kernel] support non-zero cuda devices in punica kernels ( #3636 )
2024-03-27 00:37:42 +00:00
Jee Li
8af890a865
Enable more models to inference based on LoRA ( #3382 )
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Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
2024-03-25 18:09:31 -07:00
Nick Hill
dfeb2ecc3a
[Misc] Include matched stop string/token in responses ( #2976 )
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Co-authored-by: Sahil Suneja <sahilsuneja@gmail.com>
2024-03-25 17:31:32 -07:00
xwjiang2010
64172a976c
[Feature] Add vision language model support. ( #3042 )
2024-03-25 14:16:30 -07:00
Simon Mo
f408d05c52
hotfix isort on logprobs ranks pr ( #3622 )
2024-03-25 11:55:46 -07:00
Dylan Hawk
0b4997e05c
[Bugfix] API stream returning two stops ( #3450 )
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Co-authored-by: Dylan Hawk <dylanwawk@gmail.com>
2024-03-25 10:14:34 -07:00
Travis Johnson
c13ad1b7bd
feat: implement the min_tokens sampling parameter ( #3124 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
Co-authored-by: Nick Hill <nickhill@us.ibm.com>
2024-03-25 10:14:26 -07:00
Swapnil Parekh
819924e749
[Core] Adding token ranks along with logprobs ( #3516 )
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Co-authored-by: Swapnil Parekh <swapnilp@ibm.com>
2024-03-25 10:13:10 -07:00
SangBin Cho
01bfb22b41
[CI] Try introducing isort. ( #3495 )
2024-03-25 07:59:47 -07:00
Woosuk Kwon
925f3332ca
[Core] Refactor Attention Take 2 ( #3462 )
2024-03-25 04:39:33 +00:00
