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Conditional Autoencoder Added; ARCANA Updated; Save/Load Enhancements

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@roelofsc roelofsc released this 25 Sep 11:12
· 200 commits to main since this release
Immutable release. Only release title and notes can be modified.

This release adds a conditional autoencoder, updates ARCANA to support conditional architectures, and improves the model save/load workflow.

Added

  • Conditional autoencoder.

Changed

  • Update ARCANA to support conditional autoencoders.
  • Simplify FaultDetector.save_models.
  • Pass verbosity to Autoencoder.get_reconstruction_error.

Fixed

  • Prevent overwriting submodels (ThresholdSelector, AnomalyScore, DataPreprocessor).
  • Fix FaultDetector.tune; normal_index can now be safely ignored.

Deprecated

  • model_subdir argument of the FaultDetector constructor.

Docs

  • Update CARE to Compare references to the latest version.
  • Replace AnomalyDetector references with FaultDetector.