| @@ -114,6 +114,126 @@ def test_trainer_event_trigger_2( | |||
| n_epochs=2, | |||
| ): | |||
| @Trainer.on(Events.on_after_trainer_initialized()) | |||
| def on_after_trainer_initialized(trainer, driver): | |||
| print("on_after_trainer_initialized") | |||
| @Trainer.on(Events.on_sanity_check_begin()) | |||
| def on_sanity_check_begin(trainer): | |||
| print("on_sanity_check_begin") | |||
| @Trainer.on(Events.on_sanity_check_end()) | |||
| def on_sanity_check_end(trainer, sanity_check_res): | |||
| print("on_sanity_check_end") | |||
| @Trainer.on(Events.on_train_begin()) | |||
| def on_train_begin(trainer): | |||
| print("on_train_begin") | |||
| @Trainer.on(Events.on_train_end()) | |||
| def on_train_end(trainer): | |||
| print("on_train_end") | |||
| @Trainer.on(Events.on_train_epoch_begin()) | |||
| def on_train_epoch_begin(trainer): | |||
| if trainer.cur_epoch_idx >= 1: | |||
| # 触发 on_exception; | |||
| raise Exception | |||
| print("on_train_epoch_begin") | |||
| @Trainer.on(Events.on_train_epoch_end()) | |||
| def on_train_epoch_end(trainer): | |||
| print("on_train_epoch_end") | |||
| @Trainer.on(Events.on_fetch_data_begin()) | |||
| def on_fetch_data_begin(trainer): | |||
| print("on_fetch_data_begin") | |||
| @Trainer.on(Events.on_fetch_data_end()) | |||
| def on_fetch_data_end(trainer): | |||
| print("on_fetch_data_end") | |||
| @Trainer.on(Events.on_train_batch_begin()) | |||
| def on_train_batch_begin(trainer, batch, indices=None): | |||
| print("on_train_batch_begin") | |||
| @Trainer.on(Events.on_train_batch_end()) | |||
| def on_train_batch_end(trainer): | |||
| print("on_train_batch_end") | |||
| @Trainer.on(Events.on_exception()) | |||
| def on_exception(trainer, exception): | |||
| print("on_exception") | |||
| @Trainer.on(Events.on_before_backward()) | |||
| def on_before_backward(trainer, outputs): | |||
| print("on_before_backward") | |||
| @Trainer.on(Events.on_after_backward()) | |||
| def on_after_backward(trainer): | |||
| print("on_after_backward") | |||
| @Trainer.on(Events.on_before_optimizers_step()) | |||
| def on_before_optimizers_step(trainer, optimizers): | |||
| print("on_before_optimizers_step") | |||
| @Trainer.on(Events.on_after_optimizers_step()) | |||
| def on_after_optimizers_step(trainer, optimizers): | |||
| print("on_after_optimizers_step") | |||
| @Trainer.on(Events.on_before_zero_grad()) | |||
| def on_before_zero_grad(trainer, optimizers): | |||
| print("on_before_zero_grad") | |||
| @Trainer.on(Events.on_after_zero_grad()) | |||
| def on_after_zero_grad(trainer, optimizers): | |||
| print("on_after_zero_grad") | |||
| @Trainer.on(Events.on_evaluate_begin()) | |||
| def on_evaluate_begin(trainer): | |||
| print("on_evaluate_begin") | |||
| @Trainer.on(Events.on_evaluate_end()) | |||
| def on_evaluate_end(trainer, results): | |||
| print("on_evaluate_end") | |||
| with pytest.raises(Exception): | |||
| with Capturing() as output: | |||
| trainer = Trainer( | |||
| model=model_and_optimizers.model, | |||
| driver=driver, | |||
| device=device, | |||
| optimizers=model_and_optimizers.optimizers, | |||
| train_dataloader=model_and_optimizers.train_dataloader, | |||
| evaluate_dataloaders=model_and_optimizers.evaluate_dataloaders, | |||
| input_mapping=model_and_optimizers.input_mapping, | |||
| output_mapping=model_and_optimizers.output_mapping, | |||
| metrics=model_and_optimizers.metrics, | |||
| n_epochs=n_epochs, | |||
| ) | |||
| trainer.run() | |||
| if dist.is_initialized(): | |||
| dist.destroy_process_group() | |||
| for name, member in Events.__members__.items(): | |||
| assert member.value in output[0] | |||
| @pytest.mark.parametrize("driver,device", [("torch", "cpu")]) # , ("torch", 6), ("torch", [6, 7]) | |||
| @pytest.mark.torch | |||
| @magic_argv_env_context | |||
| def test_trainer_event_trigger_3( | |||
| model_and_optimizers: TrainerParameters, | |||
| driver, | |||
| device, | |||
| n_epochs=2, | |||
| ): | |||
| @Trainer.on(Events.on_after_trainer_initialized) | |||
| def on_after_trainer_initialized(trainer, driver): | |||
| print("on_after_trainer_initialized") | |||
| @@ -227,3 +347,7 @@ def test_trainer_event_trigger_2( | |||