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[Frontend][VLM] Add support for multiple multi-modal items in the OpenAI frontend #8049

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merged 11 commits into from
Aug 31, 2024

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@ywang96 ywang96 commented Aug 31, 2024

This PR is an iteration of #7923 and in particular simplifies the multimodal placeholder padding logic.

Note that now we use a dictionary to keep track of unique placeholders and their counts, and the order of insertion is still preserved when we add them to the input prompt if they're missing. This is important for models that have specific ordered image tokens (e.g., <|image_1|><|image_2|>).

Co-authored-by: @petersalas

FIX #8053


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ywang96 commented Aug 31, 2024

I've added an additional test to cover too many images across messages, so this PR should be good to go.

@ywang96 ywang96 added the ready ONLY add when PR is ready to merge/full CI is needed label Aug 31, 2024
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LGTM

@ywang96 ywang96 enabled auto-merge (squash) August 31, 2024 03:14
@youkaichao youkaichao merged commit 5231f08 into main Aug 31, 2024
55 of 58 checks passed
@youkaichao youkaichao deleted the mm-frontend branch August 31, 2024 23:35
triple-Mu pushed a commit to triple-Mu/vllm_official that referenced this pull request Sep 4, 2024
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Date:   Mon Sep 9 23:21:00 2024 -0700

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Author: Dipika Sikka <[email protected]>
Date:   Mon Sep 9 23:02:52 2024 -0400

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Author: Kyle Mistele <[email protected]>
Date:   Mon Sep 9 09:45:11 2024 -0500

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Author: Alexander Matveev <[email protected]>
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Author: Joe Runde <[email protected]>
Date:   Sat Sep 7 14:03:16 2024 -0600

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    Signed-off-by: Joe Runde <[email protected]>

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Author: sumitd2 <[email protected]>
Date:   Sat Sep 7 23:48:40 2024 +0530

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Author: Isotr0py <[email protected]>
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commit 9f68e00
Author: Cyrus Leung <[email protected]>
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commit ce2702a
Author: youkaichao <[email protected]>
Date:   Fri Sep 6 22:40:46 2024 -0700

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Author: Wei-Sheng Chin <[email protected]>
Date:   Fri Sep 6 20:18:16 2024 -0700

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commit 2f707fc
Author: Cyrus Leung <[email protected]>
Date:   Sat Sep 7 10:57:24 2024 +0800

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commit 41e95c5
Author: Kyle Mistele <[email protected]>
Date:   Fri Sep 6 21:49:01 2024 -0500

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    Co-authored-by: Kyle Mistele <[email protected]>

commit 12dd715
Author: William Lin <[email protected]>
Date:   Fri Sep 6 17:48:48 2024 -0700

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commit 29f49cd
Author: Patrick von Platen <[email protected]>
Date:   Sat Sep 7 01:02:05 2024 +0200

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    Co-authored-by: Michael Goin <[email protected]>

commit 23f3222
Author: Dipika Sikka <[email protected]>
Date:   Fri Sep 6 18:29:03 2024 -0400

    [Misc] Remove `SqueezeLLM` (vllm-project#8220)

commit 9db52ea
Author: rasmith <[email protected]>
Date:   Fri Sep 6 17:26:09 2024 -0500

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commit 1447c97
Author: Alexey Kondratiev(AMD) <[email protected]>
Date:   Fri Sep 6 14:51:03 2024 -0400

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commit de80783
Author: Rui Qiao <[email protected]>
Date:   Fri Sep 6 09:18:35 2024 -0700

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commit e5cab71
Author: afeldman-nm <[email protected]>
Date:   Fri Sep 6 12:01:14 2024 -0400

    [Frontend] Add --logprobs argument to `benchmark_serving.py` (vllm-project#8191)

commit baa5467
Author: Nick Hill <[email protected]>
Date:   Thu Sep 5 20:39:29 2024 -0700

    [BugFix] Fix Granite model configuration (vllm-project#8216)

commit db3bf7c
Author: Jiaxin Shan <[email protected]>
Date:   Thu Sep 5 18:10:33 2024 -0700

    [Core] Support load and unload LoRA in api server (vllm-project#6566)

    Co-authored-by: Jee Jee Li <[email protected]>

commit 2febcf2
Author: sroy745 <[email protected]>
Date:   Thu Sep 5 13:25:29 2024 -0700

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commit 2ee4528
Author: Michael Goin <[email protected]>
Date:   Thu Sep 5 11:09:46 2024 -0400

    Move verify_marlin_supported to GPTQMarlinLinearMethod (vllm-project#8165)

commit 9da25a8
Author: Alex Brooks <[email protected]>
Date:   Thu Sep 5 06:48:10 2024 -0600

    [MODEL] Qwen Multimodal Support (Qwen-VL / Qwen-VL-Chat) (vllm-project#8029)

    Signed-off-by: Alex-Brooks <[email protected]>
    Co-authored-by: DarkLight1337 <[email protected]>

commit 8685ba1
Author: [email protected] <[email protected]>
Date:   Thu Sep 5 17:03:37 2024 +0530

    Inclusion of InternVLChatModel In PP_SUPPORTED_MODELS(Pipeline Parallelism) (vllm-project#7860)

commit 288a938
Author: Cyrus Leung <[email protected]>
Date:   Thu Sep 5 18:51:53 2024 +0800

    [Doc] Indicate more information about supported modalities (vllm-project#8181)

commit e39ebf5
Author: Elfie Guo <[email protected]>
Date:   Wed Sep 4 22:12:26 2024 -0700

    [Core/Bugfix] Add query dtype as per FlashInfer API requirements. (vllm-project#8173)

commit ba262c4
Author: Kevin H. Luu <[email protected]>
Date:   Wed Sep 4 20:33:12 2024 -0700

    [ci] Mark LoRA test as soft-fail (vllm-project#8160)

    Signed-off-by: kevin <[email protected]>

commit 4624d98
Author: Woosuk Kwon <[email protected]>
Date:   Wed Sep 4 20:31:48 2024 -0700

    [Misc] Clean up RoPE forward_native (vllm-project#8076)

commit 1afc931
Author: William Lin <[email protected]>
Date:   Wed Sep 4 17:35:36 2024 -0700

    [bugfix] >1.43 constraint for openai (vllm-project#8169)

    Co-authored-by: Michael Goin <[email protected]>

commit e01c2be
Author: Maureen McElaney <[email protected]>
Date:   Wed Sep 4 19:50:13 2024 -0400

    [Doc] [Misc] Create CODE_OF_CONDUCT.md (vllm-project#8161)

commit 32e7db2
Author: Simon Mo <[email protected]>
Date:   Wed Sep 4 16:34:27 2024 -0700

    Bump version to v0.6.0 (vllm-project#8166)

commit 008cf88
Author: Harsha vardhan manoj Bikki <[email protected]>
Date:   Wed Sep 4 16:33:43 2024 -0700

    [Neuron] Adding support for adding/ overriding neuron configuration a… (vllm-project#8062)

    Co-authored-by: Harsha Bikki <[email protected]>

commit 77d9e51
Author: Cody Yu <[email protected]>
Date:   Wed Sep 4 13:23:22 2024 -0700

    [MISC] Replace input token throughput with total token throughput (vllm-project#8164)

    Co-authored-by: Michael Goin <[email protected]>

commit e02ce49
Author: Kyle Mistele <[email protected]>
Date:   Wed Sep 4 15:18:13 2024 -0500

    [Feature] OpenAI-Compatible Tools API + Streaming for Hermes & Mistral models (vllm-project#5649)

    Co-authored-by: constellate <[email protected]>
    Co-authored-by: Kyle Mistele <[email protected]>

commit 561d6f8
Author: Woosuk Kwon <[email protected]>
Date:   Wed Sep 4 13:05:50 2024 -0700

    [CI] Change test input in Gemma LoRA test (vllm-project#8163)

commit d1dec64
Author: alexeykondrat <[email protected]>
Date:   Wed Sep 4 14:57:54 2024 -0400

    [CI/Build][ROCm] Enabling LoRA tests on ROCm (vllm-project#7369)

    Co-authored-by: Simon Mo <[email protected]>

commit 2ad2e56
Author: Cody Yu <[email protected]>
Date:   Wed Sep 4 11:53:25 2024 -0700

    [MISC] Consolidate FP8 kv-cache tests (vllm-project#8131)

commit d331156
Author: wnma <[email protected]>
Date:   Wed Sep 4 18:55:37 2024 +0800

    [Bugfix] remove post_layernorm in siglip (vllm-project#8106)

commit ccd7207
Author: TimWang <[email protected]>
Date:   Wed Sep 4 14:17:05 2024 +0800

    chore: Update check-wheel-size.py to read MAX_SIZE_MB from env (vllm-project#8103)

commit 855c262
Author: Cyrus Leung <[email protected]>
Date:   Wed Sep 4 13:22:17 2024 +0800

    [Frontend] Multimodal support in offline chat (vllm-project#8098)

commit 2be8ec6
Author: Peter Salas <[email protected]>
Date:   Tue Sep 3 21:38:21 2024 -0700

    [Model] Add Ultravox support for multiple audio chunks (vllm-project#7963)

commit e16fa99
Author: Dipika Sikka <[email protected]>
Date:   Tue Sep 3 22:12:41 2024 -0400

    [Misc] Update fbgemmfp8 to use `vLLMParameters` (vllm-project#7972)

    Co-authored-by: Michael Goin <[email protected]>

commit 61f4a93
Author: Woosuk Kwon <[email protected]>
Date:   Tue Sep 3 18:35:33 2024 -0700

    [TPU][Bugfix] Use XLA rank for persistent cache path (vllm-project#8137)

commit d4db9f5
Author: Nick Hill <[email protected]>
Date:   Tue Sep 3 17:57:41 2024 -0700

    [Benchmark] Add `--async-engine` option to benchmark_throughput.py (vllm-project#7964)

commit 2188a60
Author: Dipika Sikka <[email protected]>
Date:   Tue Sep 3 17:21:44 2024 -0400

    [Misc] Update `GPTQ` to use `vLLMParameters` (vllm-project#7976)

commit dc0b606
Author: Simon Mo <[email protected]>
Date:   Tue Sep 3 14:11:42 2024 -0700

    [CI] Change PR remainder to avoid at-mentions (vllm-project#8134)

commit 0af3abe
Author: Woosuk Kwon <[email protected]>
Date:   Tue Sep 3 13:29:24 2024 -0700

    [TPU][Bugfix] Fix next_token_ids shape (vllm-project#8128)

commit f1575dc
Author: Kevin H. Luu <[email protected]>
Date:   Tue Sep 3 13:25:09 2024 -0700

    [ci] Fix GHA workflow  (vllm-project#8129)

    Signed-off-by: kevin <[email protected]>

commit c02638e
Author: tomeras91 <[email protected]>
Date:   Tue Sep 3 22:37:08 2024 +0300

    [CI/Build] make pip install vllm work in macos (for import only) (vllm-project#8118)

commit 652c83b
Author: Antoni Baum <[email protected]>
Date:   Tue Sep 3 12:28:25 2024 -0700

    [Misc] Raise a more informative exception in add/remove_logger (vllm-project#7750)

commit 6d646d0
Author: Alexander Matveev <[email protected]>
Date:   Tue Sep 3 14:50:29 2024 -0400

    [Core] Optimize Async + Multi-step (vllm-project#8050)

commit 95a178f
Author: Kevin H. Luu <[email protected]>
Date:   Tue Sep 3 11:32:27 2024 -0700

    [CI] Only PR reviewers/committers can trigger CI on PR (vllm-project#8124)

    Signed-off-by: kevin <[email protected]>

commit bd852f2
Author: Cody Yu <[email protected]>
Date:   Tue Sep 3 10:49:18 2024 -0700

    [Performance] Enable chunked prefill and prefix caching together (vllm-project#8120)

    Co-authored-by: Tao He <[email protected]>
    Co-authored-by: Juelianqvq <[email protected]>

commit ec26653
Author: Isotr0py <[email protected]>
Date:   Tue Sep 3 21:37:52 2024 +0800

    [Bugfix][VLM] Add fallback to SDPA for ViT model running on CPU backend (vllm-project#8061)

commit 0fbc669
Author: Woosuk Kwon <[email protected]>
Date:   Mon Sep 2 20:35:42 2024 -0700

    [Bugfix] Fix single output condition in output processor (vllm-project#7881)

commit 6e36f4f
Author: wang.yuqi <[email protected]>
Date:   Tue Sep 3 05:20:12 2024 +0800

    improve chunked prefill performance

    [Bugfix] Fix vllm-project#7592 vllm 0.5.4 enable_chunked_prefill throughput is slightly lower than 0.5.3~0.5.0. (vllm-project#7874)

commit dd2a6a8
Author: Isotr0py <[email protected]>
Date:   Mon Sep 2 23:48:56 2024 +0800

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

commit 4ca65a9
Author: Isotr0py <[email protected]>
Date:   Mon Sep 2 20:43:26 2024 +0800

    [Core][Bugfix] Accept GGUF model without .gguf extension (vllm-project#8056)

commit e2b2aa5
Author: Woosuk Kwon <[email protected]>
Date:   Sun Sep 1 23:09:46 2024 -0700

    [TPU] Align worker index with node boundary (vllm-project#7932)

commit e6a26ed
Author: Lily Liu <[email protected]>
Date:   Sun Sep 1 21:23:29 2024 -0700

    [SpecDecode][Kernel] Flashinfer Rejection Sampling (vllm-project#7244)

commit f8d6014
Author: Shawn Tan <[email protected]>
Date:   Sun Sep 1 21:37:18 2024 -0400

    [Model] Add Granite model (vllm-project#7436)

    Co-authored-by: Nick Hill <[email protected]>

commit 5b86b19
Author: Roger Wang <[email protected]>
Date:   Sun Sep 1 14:46:57 2024 -0700

    [Misc] Optional installation of audio related packages (vllm-project#8063)

commit 5231f08
Author: Roger Wang <[email protected]>
Date:   Sat Aug 31 16:35:53 2024 -0700

    [Frontend][VLM] Add support for multiple multi-modal items (vllm-project#8049)

commit 8423aef
Author: Robert Shaw <[email protected]>
Date:   Sat Aug 31 15:44:03 2024 -0400

    [BugFix][Core] Multistep Fix Crash on Request Cancellation (vllm-project#8059)

commit 4f5d844
Author: Nicolò Lucchesi <[email protected]>
Date:   Sat Aug 31 09:27:58 2024 +0200

    [Bugfix] Fix ModelScope models in v0.5.5 (vllm-project#8037)

commit d05f0a9
Author: Cyrus Leung <[email protected]>
Date:   Sat Aug 31 13:26:55 2024 +0800

    [Bugfix] Fix import error in Phi-3.5-MoE (vllm-project#8052)

commit 622f8ab
Author: Pavani Majety <[email protected]>
Date:   Fri Aug 30 22:18:50 2024 -0700

    [Bugfix] bugfix and add model test for flashinfer fp8 kv cache. (vllm-project#8013)

commit 1248e85
Author: Wenxiang <[email protected]>
Date:   Sat Aug 31 03:42:57 2024 +0800

    [Model] Adding support for MSFT Phi-3.5-MoE (vllm-project#7729)

    Co-authored-by: Your Name <[email protected]>
    Co-authored-by: Zeqi Lin <[email protected]>
    Co-authored-by: Zeqi Lin <[email protected]>

commit 2684efc
Author: Woosuk Kwon <[email protected]>
Date:   Fri Aug 30 09:01:26 2024 -0700

    [TPU][Bugfix] Fix tpu type api (vllm-project#8035)

commit 058344f
Author: Kaunil Dhruv <[email protected]>
Date:   Fri Aug 30 08:21:02 2024 -0700

    [Frontend]-config-cli-args (vllm-project#7737)

    Co-authored-by: Cyrus Leung <[email protected]>
    Co-authored-by: Kaunil Dhruv <[email protected]>

commit 98cef6a
Author: Cyrus Leung <[email protected]>
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 <[email protected]>
Date:   Sat Aug 31 00:19:27 2024 +0900

    [VLM][Model] TP support for ViTs (vllm-project#7186)

    Co-authored-by: Roger Wang <[email protected]>
    Co-authored-by: Roger Wang <[email protected]>

commit afd39a4
Author: Cyrus Leung <[email protected]>
Date:   Fri Aug 30 23:03:28 2024 +0800

    [Bugfix] Fix import error in Exaone model (vllm-project#8034)

commit 2148441
Author: Richard Liu <[email protected]>
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 <[email protected]>
Date:   Fri Aug 30 15:34:20 2024 +0900

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

commit 34a0e96
Author: Avshalom Manevich <[email protected]>
Date:   Fri Aug 30 11:11:39 2024 +0700

    [Kernel] changing fused moe kernel chunk size default to 32k (vllm-project#7995)

commit 80c7b08
Author: Woosuk Kwon <[email protected]>
Date:   Thu Aug 29 19:35:29 2024 -0700

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

commit 428dd14
Author: afeldman-nm <[email protected]>
Date:   Thu Aug 29 22:19:08 2024 -0400

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

commit 4abed65
Author: Cyrus Leung <[email protected]>
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 <[email protected]>
Date:   Thu Aug 29 16:48:11 2024 -0700

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

commit 4664cea
Author: chenqianfzh <[email protected]>
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 <[email protected]>
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 <[email protected]>

commit 86a677d
Author: Dipika Sikka <[email protected]>
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 <[email protected]>
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 <[email protected]>
Date:   Thu Aug 29 12:15:04 2024 -0700

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

    Co-authored-by: youkaichao <[email protected]>

commit 6b34215
Author: Pavani Majety <[email protected]>
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 <[email protected]>
    Co-authored-by: Cody Yu <[email protected]>

commit 3f60f22
Author: Alexander Matveev <[email protected]>
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 <[email protected]>
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 <[email protected]>
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 <[email protected]>
Date:   Wed Aug 28 20:24:31 2024 -0700

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

commit a7f65c2
Author: youkaichao <[email protected]>
Date:   Wed Aug 28 17:32:26 2024 -0700

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

commit 4289cad
Author: Nick Hill <[email protected]>
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 <[email protected]>
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 <[email protected]>
Date:   Wed Aug 28 16:10:12 2024 -0700

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

    Co-authored-by: Woosuk Kwon <[email protected]>

commit 3cdfe1f
Author: bnellnm <[email protected]>
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 <[email protected]>
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 <[email protected]>
Date:   Wed Aug 28 13:54:23 2024 -0700

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

commit eeffde1
Author: Woosuk Kwon <[email protected]>
Date:   Wed Aug 28 13:10:21 2024 -0700

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

commit e5697d1
Author: rasmith <[email protected]>
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 <[email protected]>
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 <[email protected]>

commit ef9baee
Author: Cyrus Leung <[email protected]>
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 <[email protected]>
Date:   Wed Aug 28 05:12:32 2024 -0700

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

commit f52a43a
Author: youkaichao <[email protected]>
Date:   Wed Aug 28 01:27:07 2024 -0700

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

commit e358053
Author: Cody Yu <[email protected]>
Date:   Wed Aug 28 00:36:31 2024 -0700

    [Performance] Enable chunked prefill and prefix caching together (vllm-project#7753)
Alvant pushed a commit to compressa-ai/vllm that referenced this pull request Oct 26, 2024
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[Usage]: Bad Request with multiple multimodal inputs when using vision LLM.
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