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

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merged 1 commit into from
Aug 29, 2024

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@hbikki hbikki commented Aug 26, 2024

This change request helps us control the context length and token generation buckets using environment variables. Based on the environment variable, multiple XLA HLO graphs are compiled, and the closest XLA HLO graph is selected for latency optimization on the Neuron device, depending on the sequence length.

Examples of compiled graphs:

context-seqlen1024-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.850d4839a10a028665ed  token-seqlen2048-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.32b851f3ad074ddfada2
context-seqlen2048-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.8402b528754a038050eb  token-seqlen512-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.bd3c900d8368718f1762
context-seqlen512-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.e3ef76de78873a8f6b0b

#7747

Results:

With out bucketing :

context-seqlen2048-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.8402b528754a038050eb  token-seqlen2048-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.32b851f3ad074ddfada2

With bucketing:

context-seqlen1024-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.850d4839a10a028665ed  token-seqlen1024-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.f1278f9277f790920bb9
context-seqlen128-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.3cf09c4e171aee8bef59   token-seqlen128-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.93392ea1ffc8d204047e
context-seqlen2048-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.8402b528754a038050eb  token-seqlen2048-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.32b851f3ad074ddfada2
context-seqlen512-batch1-FullyUnrolled.3428.2.0.79554.0a0+846892a0.e3ef76de78873a8f6b0b   token-seqlen512-batch8-FullyUnrolled.4255.2.0.79554.0a0+846892a0.bd3c900d8368718f1762

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from vllm import LLM, SamplingParams

os.environ['NEURONX_DUMP_TO'] = "./Cache"
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can we void expose cache directory ?

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sure , I used it for testing purpose to prevent re-compilations

filter(
lambda x: x is not None and len(x.strip()) > 0,
os.getenv("NEURON_CONTEXT_LENGTH_BUCKETS",
"").split(",")))) or scheduler_config.max_model_len
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is context_length_estimates still a list when the environment variable is not defined ?

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yes , I see how it's bad based on our discussion for 8k context length , so I will update the default back to a single item.

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Thanks @hbikki for adding bucketing support for neuron backend. The change looks good to me.

@simon-mo simon-mo merged commit 257afc3 into vllm-project:main Aug 29, 2024
27 checks passed
dsikka pushed a commit to neuralmagic/nm-vllm that referenced this pull request Aug 31, 2024
triple-Mu pushed a commit to triple-Mu/vllm_official that referenced this pull request Sep 4, 2024
dsikka pushed a commit to neuralmagic/vllm that referenced this pull request Sep 5, 2024
opus24 added a commit to Hyper-Accel/vllm that referenced this pull request Sep 10, 2024
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Date:   Fri Sep 6 09:18:35 2024 -0700

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Author: afeldman-nm <156691304+afeldman-nm@users.noreply.github.com>
Date:   Fri Sep 6 12:01:14 2024 -0400

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

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Author: Nick Hill <nickhill@us.ibm.com>
Date:   Thu Sep 5 20:39:29 2024 -0700

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

commit db3bf7c
Author: Jiaxin Shan <seedjeffwan@gmail.com>
Date:   Thu Sep 5 18:10:33 2024 -0700

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Author: sroy745 <142070531+sroy745@users.noreply.github.com>
Date:   Thu Sep 5 13:25:29 2024 -0700

    [Documentation][Spec Decode] Add documentation about lossless guarantees in Speculative Decoding in vLLM (vllm-project#7962)

commit 2ee4528
Author: Michael Goin <michael@neuralmagic.com>
Date:   Thu Sep 5 11:09:46 2024 -0400

    Move verify_marlin_supported to GPTQMarlinLinearMethod (vllm-project#8165)

commit 9da25a8
Author: Alex Brooks <alex.brooks@ibm.com>
Date:   Thu Sep 5 06:48:10 2024 -0600

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

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    Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>

commit 8685ba1
Author: manikandan.tm@zucisystems.com <94887255+Manikandan-Thangaraj-ZS0321@users.noreply.github.com>
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 <tlleungac@connect.ust.hk>
Date:   Thu Sep 5 18:51:53 2024 +0800

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

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Author: Elfie Guo <164945471+elfiegg@users.noreply.github.com>
Date:   Wed Sep 4 22:12:26 2024 -0700

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

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Author: Kevin H. Luu <kevin@anyscale.com>
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    [ci] Mark LoRA test as soft-fail (vllm-project#8160)

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Date:   Wed Sep 4 20:31:48 2024 -0700

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

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Date:   Wed Sep 4 19:50:13 2024 -0400

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commit 32e7db2
Author: Simon Mo <simon.mo@hey.com>
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 <39381063+hbikki@users.noreply.github.com>
Date:   Wed Sep 4 16:33:43 2024 -0700

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

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Author: Cody Yu <hao.yu.cody@gmail.com>
Date:   Wed Sep 4 13:23:22 2024 -0700

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

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Date:   Wed Sep 4 15:18:13 2024 -0500

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Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Wed Sep 4 13:05:50 2024 -0700

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

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Author: alexeykondrat <143633163+alexeykondrat@users.noreply.github.com>
Date:   Wed Sep 4 14:57:54 2024 -0400

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

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Author: Cody Yu <hao.yu.cody@gmail.com>
Date:   Wed Sep 4 11:53:25 2024 -0700

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commit d331156
Author: wnma <wnma3mz@gmail.com>
Date:   Wed Sep 4 18:55:37 2024 +0800

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commit ccd7207
Author: TimWang <7367474+haitwang-cloud@users.noreply.github.com>
Date:   Wed Sep 4 14:17:05 2024 +0800

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Author: Cyrus Leung <tlleungac@connect.ust.hk>
Date:   Wed Sep 4 13:22:17 2024 +0800

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Author: Peter Salas <peter@fixie.ai>
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Date:   Tue Sep 3 22:12:41 2024 -0400

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Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Tue Sep 3 18:35:33 2024 -0700

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

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Author: Nick Hill <nickhill@us.ibm.com>
Date:   Tue Sep 3 17:57:41 2024 -0700

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commit 2188a60
Author: Dipika Sikka <dipikasikka1@gmail.com>
Date:   Tue Sep 3 17:21:44 2024 -0400

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

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Author: Simon Mo <simon.mo@hey.com>
Date:   Tue Sep 3 14:11:42 2024 -0700

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commit 0af3abe
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Date:   Tue Sep 3 13:29:24 2024 -0700

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

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Date:   Tue Sep 3 13:25:09 2024 -0700

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

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

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Date:   Tue Sep 3 12:28:25 2024 -0700

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

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

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

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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

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

commit 6e36f4f
Author: wang.yuqi <noooop@126.com>
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 <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

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

commit e2b2aa5
Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Sun Sep 1 23:09:46 2024 -0700

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

commit e6a26ed
Author: Lily Liu <lilyliupku@gmail.com>
Date:   Sun Sep 1 21:23:29 2024 -0700

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

commit f8d6014
Author: Shawn Tan <shawn@wtf.sg>
Date:   Sun Sep 1 21:37:18 2024 -0400

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

    Co-authored-by: Nick Hill <nickhill@us.ibm.com>

commit 5b86b19
Author: Roger Wang <136131678+ywang96@users.noreply.github.com>
Date:   Sun Sep 1 14:46:57 2024 -0700

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

commit 5231f08
Author: Roger Wang <136131678+ywang96@users.noreply.github.com>
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 <114415538+robertgshaw2-neuralmagic@users.noreply.github.com>
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 <nicolo.lucchesi@gmail.com>
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 <tlleungac@connect.ust.hk>
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 <pmajety@nvidia.com>
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 <8460860+wenxcs@users.noreply.github.com>
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 <you@example.com>
    Co-authored-by: Zeqi Lin <zelin@microsoft.com>
    Co-authored-by: Zeqi Lin <Zeqi.Lin@microsoft.com>

commit 2684efc
Author: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Date:   Fri Aug 30 09:01:26 2024 -0700

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

commit 058344f
Author: Kaunil Dhruv <dhruv.kaunil@gmail.com>
Date:   Fri Aug 30 08:21:02 2024 -0700

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

    Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
    Co-authored-by: Kaunil Dhruv <kaunil_dhruv@intuit.com>

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

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

    Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
    Co-authored-by: Roger Wang <ywang@roblox.com>

commit afd39a4
Author: Cyrus Leung <tlleungac@connect.ust.hk>
Date:   Fri Aug 30 23:03:28 2024 +0800

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

commit 2148441
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
Author: Avshalom Manevich <12231371+avshalomman@users.noreply.github.com>
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 <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
siddharth9820 pushed a commit to axonn-ai/vllm that referenced this pull request Sep 30, 2024
Alvant pushed a commit to compressa-ai/vllm that referenced this pull request Oct 26, 2024
…project#7885)

Co-authored-by: Harsha Bikki <harbikh@amazon.com>
Signed-off-by: Alvant <alvasian@yandex.ru>
KuntaiDu pushed a commit to KuntaiDu/vllm that referenced this pull request Nov 20, 2024
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