lightning/tests/trainer/properties/test_loggers.py

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# 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 pytorch_lightning import Trainer
from pytorch_lightning.loggers import LoggerCollection, TensorBoardLogger
from tests.loggers.test_base import CustomLogger
def test_trainer_loggers_property():
"""Test for correct initialization of loggers in Trainer."""
logger1 = CustomLogger()
logger2 = CustomLogger()
# trainer.loggers should be a copy of the input list
trainer = Trainer(logger=[logger1, logger2])
assert trainer.loggers == [logger1, logger2]
# trainer.loggers should create a list of size 1
trainer = Trainer(logger=logger1)
assert trainer.loggers == [logger1]
# trainer.loggers should be an empty list
trainer = Trainer(logger=False)
assert trainer.loggers == []
# trainer.loggers should be a list of size 1 holding the default logger
trainer = Trainer(logger=True)
assert trainer.loggers == [trainer.logger]
assert type(trainer.loggers[0]) == TensorBoardLogger
def test_trainer_loggers_setters():
"""Test the behavior of setters for trainer.logger and trainer.loggers."""
logger1 = CustomLogger()
logger2 = CustomLogger()
logger_collection = LoggerCollection([logger1, logger2])
logger_collection_2 = LoggerCollection([logger2])
trainer = Trainer()
assert type(trainer.logger) == TensorBoardLogger
assert trainer.loggers == [trainer.logger]
# Test setters for trainer.logger
trainer.logger = logger1
assert trainer.logger == logger1
assert trainer.loggers == [logger1]
trainer.logger = logger_collection
assert trainer.logger._logger_iterable == logger_collection._logger_iterable
assert trainer.loggers == [logger1, logger2]
# LoggerCollection of size 1 should result in trainer.logger becoming the contained logger.
trainer.logger = logger_collection_2
assert trainer.logger == logger2
assert trainer.loggers == [logger2]
trainer.logger = None
assert trainer.logger is None
assert trainer.loggers == []
# Test setters for trainer.loggers
trainer.loggers = [logger1, logger2]
assert trainer.loggers == [logger1, logger2]
assert trainer.logger._logger_iterable == logger_collection._logger_iterable
trainer.loggers = [logger1]
assert trainer.loggers == [logger1]
assert trainer.logger == logger1
trainer.loggers = []
assert trainer.loggers == []
assert trainer.logger is None
trainer.loggers = None
assert trainer.loggers == []
assert trainer.logger is None