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[WIP]8205-Add qat support #8209

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Fixes #8205 .

Description

Try to add quantization, calibration and pruning to MONAI to enable a better inference performance.
With these functions added, model inference is expected to be faster. And we expect an inconspicuous precision loss.

Types of changes

  • Non-breaking change (fix or new feature that would not break existing functionality).
  • Breaking change (fix or new feature that would cause existing functionality to change).
  • New tests added to cover the changes.
  • Integration tests passed locally by running ./runtests.sh -f -u --net --coverage.
  • Quick tests passed locally by running ./runtests.sh --quick --unittests --disttests.
  • In-line docstrings updated.
  • Documentation updated, tested make html command in the docs/ folder.

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Add support for model quantization.
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