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Fix Disable Quantisation ImageNet #1059

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Reason for this PR

ImageNet entry-point was not working when enabling "--learned-round", as the quantization of the model was not properly enabled/disabled, due to the omission of the call to disable_return_quant_tensor/restore_return_quant_tensor.

Changes Made in this PR

Incorporate missing calls to update the return_quant_tensor for the model submodels, as well as add unit test to replicate the issue.

Testing Summary

Create new unit test for the class DisableEnableQuantization.

Risk Highlight

  • This PR includes code from another work (please detail).
  • This PR contains API-breaking changes.
  • This PR depends on work in another PR (please provide links/details).
  • This PR introduces new dependencies (please detail).
  • There are coverage gaps not covered by tests.
  • Documentation updates required in subsequent PR.

Checklist

  • Code comments added to any hard-to-understand areas, if applicable.
  • Changes generate no new warnings.
  • Updated any relevant tests, if applicable.
  • No conflicts with destination dev branch.
  • I reviewed my own code changes.
  • Initial CI/CD passing.
  • 1+ reviews given, and any review issues addressed and approved.
  • Post-review full CI/CD passing.

@pablomlago pablomlago changed the title Fix act disable quant Fix Disable Quantisation ImageNet Oct 14, 2024
@Giuseppe5 Giuseppe5 self-requested a review October 15, 2024 09:37
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