yamle.regularizers package

yamle.regularizers.regularizer_factory(regularizer_type=None)

This function is used to create a regularizer instance based on the regularizer type.

Parameters:

regularizer_type (str) – The type of regularizer to create.

Return type:

Type[Callable]

Submodules

• yamle.regularizers.feature module
  • L1FeatureRegularizer
  • L2FeatureRegularizer
  • InnerProductFeatureRegularizer
    • InnerProductFeatureRegularizer.add_specific_args()
  • CosineSimilarityFeatureRegularizer
  • CorrelationFeatureRegularizer
• yamle.regularizers.gradient module
  • GradientNoiseRegularizer
    • GradientNoiseRegularizer.on_after_backward()
    • GradientNoiseRegularizer.add_specific_args()
• yamle.regularizers.model module
  • ShrinkAndPerturbRegularizer
    • ShrinkAndPerturbRegularizer.on_after_train_epoch()
    • ShrinkAndPerturbRegularizer.add_specific_args()
• yamle.regularizers.regularizer module
  • BaseRegularizer
    • BaseRegularizer.get_parameters()
    • BaseRegularizer.get_names()
    • BaseRegularizer.on_after_training_step()
    • BaseRegularizer.on_after_backward()
    • BaseRegularizer.on_after_train_epoch()
    • BaseRegularizer.add_specific_args()
  • DummyRegularizer
• yamle.regularizers.weight module
  • L1Regularizer
  • L2Regularizer
  • L1L2Regularizer
  • WeightDecayRegularizer
    • WeightDecayRegularizer.on_after_training_step()