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Upgrade perf_run script to support TRT 10 and fix some issues #3650

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Description

  1. removed embedding layer from constant folding lowering pass
  2. upgraded TRT API to execute_async_v3
  3. added optimization_level arg and set highest optimization 5 as default
  4. fixed some known issues

Fixes #3634

Type of change

  • Bug fix (non-breaking change which fixes an issue)

Checklist:

  • My code follows the style guidelines of this project (You can use the linters)
  • I have performed a self-review of my own code
  • I have commented my code, particularly in hard-to-understand areas and hacks
  • I have made corresponding changes to the documentation
  • I have added tests to verify my fix or my feature
  • New and existing unit tests pass locally with my changes
  • I have added the relevant labels to my PR in so that relevant reviewers are notified

@zewenli98 zewenli98 self-assigned this Jul 2, 2025
@github-actions github-actions bot added component: lowering Issues re: The lowering / preprocessing passes component: api [Python] Issues re: Python API component: dynamo Issues relating to the `torch.compile` or `torch._dynamo.export` paths labels Jul 2, 2025
@github-actions github-actions bot requested a review from gs-olive July 2, 2025 22:49
@zewenli98 zewenli98 removed the request for review from gs-olive July 2, 2025 22:49
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cla signed component: api [Python] Issues re: Python API component: dynamo Issues relating to the `torch.compile` or `torch._dynamo.export` paths component: lowering Issues re: The lowering / preprocessing passes
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🐛 [Bug] Changing input size would affect the TRT engine size, testing on BERT
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