class TrainerCallback: @staticmethod def on_init_start(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_init_start"): trainer.model.module.on_init_start(trainer) else: if hasattr(trainer.model, "on_init_start"): trainer.model.on_init_start(trainer) if hasattr(trainer.criterion, "on_init_start"): trainer.criterion.on_init_start(trainer) if hasattr(trainer.optimizer, "on_init_start"): trainer.optimizer.on_init_start(trainer) @staticmethod def on_init_end(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_init_end"): trainer.model.module.on_init_end(trainer) else: if hasattr(trainer.model, "on_init_end"): trainer.model.on_init_end(trainer) if hasattr(trainer.criterion, "on_init_end"): trainer.criterion.on_init_end(trainer) if hasattr(trainer.optimizer, "on_init_end"): trainer.optimizer.on_init_end(trainer) @staticmethod def on_epoch_start(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_epoch_start"): trainer.model.module.on_epoch_start(trainer) else: if hasattr(trainer.model, "on_epoch_start"): trainer.model.on_epoch_start(trainer) if hasattr(trainer.criterion, "on_epoch_start"): trainer.criterion.on_epoch_start(trainer) if hasattr(trainer.optimizer, "on_epoch_start"): trainer.optimizer.on_epoch_start(trainer) @staticmethod def on_epoch_end(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_epoch_end"): trainer.model.module.on_epoch_end(trainer) else: if hasattr(trainer.model, "on_epoch_end"): trainer.model.on_epoch_end(trainer) if hasattr(trainer.criterion, "on_epoch_end"): trainer.criterion.on_epoch_end(trainer) if hasattr(trainer.optimizer, "on_epoch_end"): trainer.optimizer.on_epoch_end(trainer) @staticmethod def on_train_step_start(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_train_step_start"): trainer.model.module.on_train_step_start(trainer) else: if hasattr(trainer.model, "on_train_step_start"): trainer.model.on_train_step_start(trainer) if hasattr(trainer.criterion, "on_train_step_start"): trainer.criterion.on_train_step_start(trainer) if hasattr(trainer.optimizer, "on_train_step_start"): trainer.optimizer.on_train_step_start(trainer) @staticmethod def on_train_step_end(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_train_step_end"): trainer.model.module.on_train_step_end(trainer) else: if hasattr(trainer.model, "on_train_step_end"): trainer.model.on_train_step_end(trainer) if hasattr(trainer.criterion, "on_train_step_end"): trainer.criterion.on_train_step_end(trainer) if hasattr(trainer.optimizer, "on_train_step_end"): trainer.optimizer.on_train_step_end(trainer) @staticmethod def on_keyboard_interrupt(trainer) -> None: if hasattr(trainer.model, "module"): if hasattr(trainer.model.module, "on_keyboard_interrupt"): trainer.model.module.on_keyboard_interrupt(trainer) else: if hasattr(trainer.model, "on_keyboard_interrupt"): trainer.model.on_keyboard_interrupt(trainer) if hasattr(trainer.criterion, "on_keyboard_interrupt"): trainer.criterion.on_keyboard_interrupt(trainer) if hasattr(trainer.optimizer, "on_keyboard_interrupt"): trainer.optimizer.on_keyboard_interrupt(trainer)