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[Audio] Fix extra step in Euler sampler for flow matching inference #11989

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What does this PR do ?

This PR fixes number of function evaluations / steps in flow matching Euler sampler, changing it from num_steps + 1 to intended num_steps.

This PR also adds a test that checks number estimator.forward calls inside a single sampler call.

Collection: Audio

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Additional Information

  • Related to #10052, only affects inference, not training

@racoiaws racoiaws requested a review from anteju January 29, 2025 17:15
@racoiaws racoiaws self-assigned this Jan 29, 2025
@github-actions github-actions bot added the audio label Jan 29, 2025
@racoiaws racoiaws added Run CICD and removed Run CICD labels Feb 1, 2025
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github-actions bot commented Feb 1, 2025

beep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.


Your code was analyzed with PyLint. The following annotations have been identified:

************* Module nemo.collections.audio.parts.submodules.flow
nemo/collections/audio/parts/submodules/flow.py:192:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/audio/parts/submodules/flow.py:196:4: C0116: Missing function or method docstring (missing-function-docstring)

-----------------------------------
Your code has been rated at 9.77/10

Mitigation guide:

  • Add sensible and useful docstrings to functions and methods
  • For trivial methods like getter/setters, consider adding # pylint: disable=C0116 inside the function itself
  • To disable multiple functions/methods at once, put a # pylint: disable=C0116 before the first and a # pylint: enable=C0116 after the last.

By applying these rules, we reduce the occurance of this message in future.

Thank you for improving NeMo's documentation!

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