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[Core] Increase default max_num_batched_tokens for multimodal models #8028

Merged
merged 4 commits into from
Aug 30, 2024
Merged

[Core] Increase default max_num_batched_tokens for multimodal models #8028

merged 4 commits into from
Aug 30, 2024

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@DarkLight1337 DarkLight1337 commented Aug 30, 2024 •
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Enabling chunked prefill causes some confusing errors for multimodal models as max_num_batched_tokens < num_multimodal_tokens leads to mismatched placeholder count when running the model.

This PR partially solves this issue by increasing the default max_num_batched_tokens for multimodal models so that it is sufficient for most cases.

As indicated by the TODO, it would be more ideal to determine the number of multimodal tokens that are in the prompt and raise an error if we detect that chunked prefill would truncate the multimodal tokens. However, this requires some refactoring for LLMEngine to access the multimodal registry used in the ModelRunner, so let's leave that to another PR.

As mentioned by @ywang96 , another improvement would be to dynamically set the default max_num_batched_tokens, but that also requires access to the ModelRunner as the maximum number of multimodal tokens is only available after init_mm_limits_per_prompt is called.

FIX #7996

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@DarkLight1337 DarkLight1337 changed the title [Core] Increase max_num_batched_tokens to 8192 for multimodal models [Core] Increase default max_num_batched_tokens for multimodal models Aug 30, 2024
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ywang96 approved these changes Aug 30, 2024
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LGTM! Thanks for the quick fix.

@DarkLight1337 DarkLight1337 enabled auto-merge (squash) August 30, 2024 10:17
@github-actions github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Aug 30, 2024
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DarkLight1337 commented Aug 30, 2024 •
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Hmm... seems that Fuyu test cannot run in CI with the increased max_num_batched_tokens=8192. (It works locally) I'll reduce it to 4096 then.

@WoosukKwon WoosukKwon disabled auto-merge August 30, 2024 15:20
@WoosukKwon WoosukKwon merged commit 98cef6a into vllm-project:main Aug 30, 2024
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@DarkLight1337 DarkLight1337 deleted the fix-mm-prefill branch August 30, 2024 15:20
@DarkLight1337 DarkLight1337 mentioned this pull request Aug 30, 2024
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dsikka pushed a commit to neuralmagic/nm-vllm that referenced this pull request Aug 31, 2024
@DarkLight1337 @dsikka
[Core] Increase default max_num_batched_tokens for multimodal models (
29c1ed0 
vllm-project#8028)
triple-Mu pushed a commit to triple-Mu/vllm_official that referenced this pull request Sep 4, 2024
@DarkLight1337 @triple-Mu
[Core] Increase default max_num_batched_tokens for multimodal models (
71b72ae 
vllm-project#8028)
dsikka pushed a commit to neuralmagic/vllm that referenced this pull request Sep 5, 2024
@DarkLight1337 @dsikka
[Core] Increase default max_num_batched_tokens for multimodal models (
389a06b 
vllm-project#8028)
@DarkLight1337 DarkLight1337 mentioned this pull request Sep 9, 2024
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commit a1d8742
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Date:   Mon Sep 9 23:21:00 2024 -0700

    Add NVIDIA Meetup slides, announce AMD meetup, and add contact info (vllm-project#8319)

commit 6cd5e5b
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    [Misc] GPTQ Activation Ordering (vllm-project#8135)

commit f9b4a2d
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Date:   Mon Sep 9 21:20:46 2024 +0300

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commit 58fcc85
Author: Adam Lugowski <alugowski@gmail.com>
Date:   Mon Sep 9 11:16:37 2024 -0700

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commit 2f707fc
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commit 4624d98
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commit e02ce49
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commit 2ad2e56
Author: Cody Yu <hao.yu.cody@gmail.com>
Date:   Wed Sep 4 11:53:25 2024 -0700

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commit 855c262
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Date:   Tue Sep 3 22:12:41 2024 -0400

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commit 61f4a93
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Date:   Tue Sep 3 18:35:33 2024 -0700

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commit 0af3abe
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commit bd852f2
Author: Cody Yu <hao.yu.cody@gmail.com>
Date:   Tue Sep 3 10:49:18 2024 -0700

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commit ec26653
Author: Isotr0py <2037008807@qq.com>
Date:   Tue Sep 3 21:37:52 2024 +0800

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commit 0fbc669
Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Mon Sep 2 20:35:42 2024 -0700

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commit 6e36f4f
Author: wang.yuqi <noooop@126.com>
Date:   Tue Sep 3 05:20:12 2024 +0800

    improve chunked prefill performance

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commit dd2a6a8
Author: Isotr0py <2037008807@qq.com>
Date:   Mon Sep 2 23:48:56 2024 +0800

    [Bugfix] Fix internlm2 tensor parallel inference (vllm-project#8055)

commit 4ca65a9
Author: Isotr0py <2037008807@qq.com>
Date:   Mon Sep 2 20:43:26 2024 +0800

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commit e2b2aa5
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Date:   Sun Sep 1 23:09:46 2024 -0700

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commit e6a26ed
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Date:   Sun Sep 1 21:23:29 2024 -0700

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Author: Shawn Tan <shawn@wtf.sg>
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commit 5b86b19
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Date:   Sun Sep 1 14:46:57 2024 -0700

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commit 5231f08
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Date:   Sat Aug 31 15:44:03 2024 -0400

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commit 2684efc
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commit 98cef6a
Author: Cyrus Leung <tlleungac@connect.ust.hk>
Date:   Fri Aug 30 23:20:34 2024 +0800

    [Core] Increase default `max_num_batched_tokens` for multimodal models (vllm-project#8028)

commit f97be32
Author: Jungho Christopher Cho <wjdgh6655@gmail.com>
Date:   Sat Aug 31 00:19:27 2024 +0900

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commit afd39a4
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Date:   Fri Aug 30 23:03:28 2024 +0800

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Author: Richard Liu <39319471+richardsliu@users.noreply.github.com>
Date:   Fri Aug 30 00:27:40 2024 -0700

    [TPU] Support single and multi-host TPUs on GKE (vllm-project#7613)

commit dc13e99
Author: Yohan Na <nayohan13@gmail.com>
Date:   Fri Aug 30 15:34:20 2024 +0900

    [MODEL] add Exaone model support (vllm-project#7819)

commit 34a0e96
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Date:   Fri Aug 30 11:11:39 2024 +0700

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commit 80c7b08
Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Thu Aug 29 19:35:29 2024 -0700

    [TPU] Async output processing for TPU (vllm-project#8011)

commit 428dd14
Author: afeldman-nm <156691304+afeldman-nm@users.noreply.github.com>
Date:   Thu Aug 29 22:19:08 2024 -0400

    [Core] Logprobs support in Multi-step (vllm-project#7652)

commit 4abed65
Author: Cyrus Leung <tlleungac@connect.ust.hk>
Date:   Fri Aug 30 08:49:04 2024 +0800

    [VLM] Disallow overflowing `max_model_len` for multimodal models (vllm-project#7998)

commit 0c785d3
Author: Wei-Sheng Chin <wechi@microsoft.com>
Date:   Thu Aug 29 16:48:11 2024 -0700

    Add more percentiles and latencies (vllm-project#7759)

commit 4664cea
Author: chenqianfzh <51831990+chenqianfzh@users.noreply.github.com>
Date:   Thu Aug 29 16:09:08 2024 -0700

    support bitsandbytes 8-bit and FP4 quantized models (vllm-project#7445)

commit 257afc3
Author: Harsha vardhan manoj Bikki <39381063+hbikki@users.noreply.github.com>
Date:   Thu Aug 29 13:58:14 2024 -0700

    [Neuron] Adding support for context-lenght, token-gen buckets. (vllm-project#7885)

    Co-authored-by: Harsha Bikki <harbikh@amazon.com>

commit 86a677d
Author: Dipika Sikka <dipikasikka1@gmail.com>
Date:   Thu Aug 29 16:46:55 2024 -0400

    [misc] update tpu int8 to use new vLLM Parameters (vllm-project#7973)

commit d78789a
Author: Isotr0py <2037008807@qq.com>
Date:   Fri Aug 30 03:54:49 2024 +0800

    [Bugfix] Fix incorrect vocal embedding shards for GGUF model in tensor parallelism (vllm-project#7954)

commit c334b18
Author: kushanam <42385577+kushanam@users.noreply.github.com>
Date:   Thu Aug 29 12:15:04 2024 -0700

    extend cuda graph size for H200 (vllm-project#7894)

    Co-authored-by: youkaichao <youkaichao@126.com>

commit 6b34215
Author: Pavani Majety <pavanimajety@gmail.com>
Date:   Thu Aug 29 11:53:11 2024 -0700

    [Core][Kernels] Enable FP8 KV Cache with Flashinfer backend.  + BugFix for kv_cache_dtype=auto (vllm-project#7985)

    Co-authored-by: Simon Mo <simon.mo@hey.com>
    Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>

commit 3f60f22
Author: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Date:   Thu Aug 29 14:18:26 2024 -0400

    [Core] Combine async postprocessor and multi-step (vllm-project#7921)

commit f205c09
Author: Jonas M. Kübler <44084297+jmkuebler@users.noreply.github.com>
Date:   Thu Aug 29 07:18:13 2024 +0200

    [Bugfix] Unify rank computation across regular decoding and speculative decoding (vllm-project#7899)

commit ef99a78
Author: youkaichao <youkaichao@gmail.com>
Date:   Wed Aug 28 21:27:06 2024 -0700

    Revert "[Core][Kernels] Use FlashInfer backend for FP8 KV Cache when available." (vllm-project#7982)

commit 74d5543
Author: Peter Salas <peter@fixie.ai>
Date:   Wed Aug 28 20:24:31 2024 -0700

    [VLM][Core] Fix exceptions on ragged NestedTensors (vllm-project#7974)

commit a7f65c2
Author: youkaichao <youkaichao@gmail.com>
Date:   Wed Aug 28 17:32:26 2024 -0700

    [torch.compile] remove reset (vllm-project#7975)

commit 4289cad
Author: Nick Hill <nickhill@us.ibm.com>
Date:   Wed Aug 28 17:22:43 2024 -0700

    [Frontend] Minor optimizations to zmq decoupled front-end (vllm-project#7957)

    Co-authored-by: Robert Shaw <rshaw@neuralmagic>

commit af59df0
Author: Michael Goin <michael@neuralmagic.com>
Date:   Wed Aug 28 19:19:17 2024 -0400

    Remove faulty Meta-Llama-3-8B-Instruct-FP8.yaml lm-eval test (vllm-project#7961)

commit ce6bf3a
Author: youkaichao <youkaichao@gmail.com>
Date:   Wed Aug 28 16:10:12 2024 -0700

    [torch.compile] avoid Dynamo guard evaluation overhead (vllm-project#7898)

    Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

commit 3cdfe1f
Author: bnellnm <49004751+bnellnm@users.noreply.github.com>
Date:   Wed Aug 28 18:11:49 2024 -0400

    [Bugfix] Make torch registration of punica ops optional (vllm-project#7970)

commit fdd9daa
Author: Mor Zusman <mor.zusmann@gmail.com>
Date:   Thu Aug 29 01:06:52 2024 +0300

    [Kernel/Model] Migrate mamba_ssm and causal_conv1d kernels to vLLM (vllm-project#7651)

commit 8c56e57
Author: Stas Bekman <stas00@users.noreply.github.com>
Date:   Wed Aug 28 13:54:23 2024 -0700

    [Doc] fix 404 link (vllm-project#7966)

commit eeffde1
Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Wed Aug 28 13:10:21 2024 -0700

    [TPU] Upgrade PyTorch XLA nightly (vllm-project#7967)

commit e5697d1
Author: rasmith <Randall.Smith@amd.com>
Date:   Wed Aug 28 14:37:47 2024 -0500

    [Kernel] [Triton] [AMD] Adding Triton implementations awq_dequantize and awq_gemm to support AWQ (vllm-project#7386)

commit b98cc28
Author: Pavani Majety <pavanimajety@gmail.com>
Date:   Wed Aug 28 10:01:22 2024 -0700

    [Core][Kernels] Use FlashInfer backend for FP8 KV Cache when available. (vllm-project#7798)

    Co-authored-by: Simon Mo <simon.mo@hey.com>

commit ef9baee
Author: Cyrus Leung <tlleungac@connect.ust.hk>
Date:   Wed Aug 28 23:11:18 2024 +0800

    [Bugfix][VLM] Fix incompatibility between vllm-project#7902 and vllm-project#7230 (vllm-project#7948)

commit 98c12cf
Author: Stas Bekman <stas00@users.noreply.github.com>
Date:   Wed Aug 28 05:12:32 2024 -0700

    [Doc] fix the autoAWQ example (vllm-project#7937)

commit f52a43a
Author: youkaichao <youkaichao@gmail.com>
Date:   Wed Aug 28 01:27:07 2024 -0700

    [ci][test] fix pp test failure (vllm-project#7945)

commit e358053
Author: Cody Yu <hao.yu.cody@gmail.com>
Date:   Wed Aug 28 00:36:31 2024 -0700

    [Performance] Enable chunked prefill and prefix caching together (vllm-project#7753)
Jeffwan pushed a commit to aibrix/vllm that referenced this pull request Sep 19, 2024
@DarkLight1337 @Jeffwan
[Core] Increase default max_num_batched_tokens for multimodal models (
e2e192f 
vllm-project#8028)
siddharth9820 pushed a commit to axonn-ai/vllm that referenced this pull request Sep 30, 2024
@DarkLight1337 @siddharth9820
[Core] Increase default max_num_batched_tokens for multimodal models (
1bddf3e 
vllm-project#8028)
Alvant pushed a commit to compressa-ai/vllm that referenced this pull request Oct 26, 2024
@DarkLight1337 @Alvant
[Core] Increase default max_num_batched_tokens for multimodal models (
82db2f1 
vllm-project#8028)

Signed-off-by: Alvant <alvasian@yandex.ru>
KuntaiDu pushed a commit to KuntaiDu/vllm that referenced this pull request Nov 20, 2024
@DarkLight1337
[Core] Increase default max_num_batched_tokens for multimodal models (
ccd9f3e 
vllm-project#8028)
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[Bug]: InternVL2-26B infer error:Attempted to assign 7 x 256 = 1792 multimodal tokens to 506 placeholders
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