# Copyright The PyTorch Lightning team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from functools import partial import pytest from pytorch_lightning import seed_everything, Trainer from pytorch_lightning.callbacks import Callback, LambdaCallback from tests.helpers.boring_model import BoringModel from tests.models.test_hooks import get_members def test_lambda_call(tmpdir): seed_everything(42) class CustomModel(BoringModel): def on_train_epoch_start(self): if self.current_epoch > 1: raise KeyboardInterrupt checker = set() def call(hook, *_, **__): checker.add(hook) hooks = get_members(Callback) - {"state_dict", "load_state_dict"} hooks_args = {h: partial(call, h) for h in hooks} hooks_args["on_save_checkpoint"] = lambda *_: [checker.add("on_save_checkpoint")] model = CustomModel() # successful run trainer = Trainer( default_root_dir=tmpdir, max_epochs=1, limit_train_batches=1, limit_val_batches=1, callbacks=[LambdaCallback(**hooks_args)], ) with pytest.deprecated_call(match="on_keyboard_interrupt` callback hook was deprecated in v1.5"): trainer.fit(model) ckpt_path = trainer.checkpoint_callback.best_model_path # raises KeyboardInterrupt and loads from checkpoint trainer = Trainer( default_root_dir=tmpdir, max_epochs=3, limit_train_batches=1, limit_val_batches=1, limit_test_batches=1, limit_predict_batches=1, callbacks=[LambdaCallback(**hooks_args)], ) with pytest.deprecated_call(match="on_keyboard_interrupt` callback hook was deprecated in v1.5"): trainer.fit(model, ckpt_path=ckpt_path) with pytest.deprecated_call(match="on_keyboard_interrupt` callback hook was deprecated in v1.5"): trainer.test(model) with pytest.deprecated_call(match="on_keyboard_interrupt` callback hook was deprecated in v1.5"): trainer.predict(model) assert checker == hooks