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New config_from_keras_model

Javier Duarte requested to merge github/fork/vloncar/new_config_from into main

Created by: vloncar

Description

This PR introduces the new config_from_keras_model function that fixes the shortcomings of the old one, namely the need to keep in sync the supported layers and their configurable attributes. It relies on the attribute system to automatically discover tunable attributes of each layer and include them in the config. Config is now more expressive, and includes backend-specific parameters.

Type of change

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Note: Please delete options that are not relevant.

  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)

Tests

Current tests should suffice

Checklist

  • I have read the guidelines for contributing.
  • I have commented my code, particularly in hard-to-understand areas.
  • I have made corresponding changes to the documentation.
  • My changes generate no new warnings.
  • I have installed and run pre-commit on the files I edited or added. -> As discussed, this will be done after review
  • I have added tests that prove my fix is effective or that my feature works.

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