[5310329] fix: Fix warmup phase batch size out of range.

[hyukn]

This is due to the number of autotuning warmup requests exceeding the limit of max_batch_size. This PR will limit the batch size according to multiple size constraints.
Autotuning is disabled due to a race condition that was triggered in the CI. This can be fixed by #4565. This has been locally checked on main. Will enable the config on the main after being merged.

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7511 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7511 [ run ] completed with state FAILURE
/LLM/release-0.20/L0_MergeRequest_PR pipeline #167 completed with status: 'FAILURE'

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7524 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7524 [ run ] completed with state SUCCESS
/LLM/release-0.20/L0_MergeRequest_PR pipeline #168 completed with status: 'FAILURE'

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7548 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7548 [ run ] completed with state SUCCESS
/LLM/release-0.20/L0_MergeRequest_PR pipeline #170 completed with status: 'FAILURE'

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7591 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7591 [ run ] completed with state SUCCESS
/LLM/release-0.20/L0_MergeRequest_PR pipeline #173 completed with status: 'FAILURE'

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7652 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7652 [ run ] completed with state FAILURE
/LLM/release-0.20/L0_MergeRequest_PR pipeline #174 completed with status: 'FAILURE'

[hyukn]

/bot run

[tensorrt-cicd]

PR_Github #7708 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #7708 [ run ] completed with state SUCCESS
/LLM/release-0.20/L0_MergeRequest_PR pipeline #179 completed with status: 'SUCCESS'

[hyukn]

Based on the successful run before rebase, I will reuse the pipeline.

[hyukn]

/bot reuse-pipeline

[tensorrt-cicd]

PR_Github #7830 [ reuse-pipeline ] triggered by Bot

[tensorrt-cicd]

PR_Github #7830 [ reuse-pipeline ] completed with state SUCCESS
Release Check Pipeline #1134 failed
Reusing PR_Github #7708 for commit a25aa7e