Trainer

For each experiment, we need to define a custom trainer to train the model. The custom trainer must inherit from audiozen.common_trainer.Trainer and implement the following methods:

  • training_step: The training step. It contains the operations to be executed in each training iteration.

  • training_epoch_end: The training epoch end. It contains the operations to be executed at the end of each training epoch.

  • validation_step: The validation step. It contains the operations to be executed in each validation iteration.

  • validation_epoch_end: The validation epoch end. It contains the operations to be executed at the end of each validation epoch.

  • test_step (optional): The test step. It contains the operations to be executed in each test iteration.

  • test_epoch_end (optional): The test epoch end. It contains the operations to be executed at the end of each test epoch.

APIs