feat: Make benchmark_serving part of the library

[kaiyux]

feat: Make benchmark_serving part of the library

Description

The scripts can be executed after tensorrt_llm installation, for example:

python -m tensorrt_llm.serve.scripts.benchmark_serving --help

Test Coverage

GitHub Bot Help

/bot [-h] ['run', 'kill', 'skip', 'reuse-pipeline'] ...

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run [--disable-fail-fast --skip-test --stage-list "A10-1, xxx" --gpu-type "A30, H100_PCIe" --add-multi-gpu-test --only-multi-gpu-test --disable-multi-gpu-test --post-merge --extra-stage "H100_PCIe-[Post-Merge]-1, xxx"]

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--gpu-type "A30, H100_PCIe" (OPTIONAL) : Only run the test stages on the specified GPU types. Examples: "A30, H100_PCIe". Note: Does NOT update GitHub check status.

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--disable-multi-gpu-test (OPTIONAL) : Disable the multi-GPU tests. Note: Does NOT update GitHub check status.

--add-multi-gpu-test (OPTIONAL) : Force run the multi-GPU tests. Will also run L0 pre-merge pipeline.

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For guidance on mapping tests to stage names, see docs/source/reference/ci-overview.md.

kill

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Kill all running builds associated with pull request.

skip

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Reuse a previous pipeline to validate current commit. This action will also kill all currently running builds associated with the pull request. IMPORTANT NOTE: This is dangerous since lack of user care and validation can cause top of tree to break.

[kaiyux]

/bot run

[tensorrt-cicd]

PR_Github #9670 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #9670 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #7109 completed with status: 'FAILURE'

[kaiyux]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #9705 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #9705 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #7140 completed with status: 'FAILURE'

[kaiyux]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #9785 [ run ] triggered by Bot

[Superjomn]

Any need for usage doc somewhere?

[nv-guomingz]

LGTM

[kaiyux]

Any need for usage doc somewhere?

@Superjomn Since we don't have any document for benchmark_serving.py script for now, I was thinking we can add later together with the document refactor, on this page https://nvidia.github.io/TensorRT-LLM/commands/trtllm-serve.html#benchmark, does that work? (cc @nv-guomingz )

[tensorrt-cicd]

PR_Github #9785 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #7214 completed with status: 'FAILURE'

[Superjomn]

LGTM

[LinPoly]

LGTM

[kaiyux]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #9850 [ run ] triggered by Bot

[kaiyux]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #9867 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #9850 [ run ] completed with state ABORTED

[tensorrt-cicd]

PR_Github #9867 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #7280 completed with status: 'SUCCESS'