lightning/tests/base/model_test_dataloaders.py

38 lines
1.3 KiB
Python

# 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 abc import ABC, abstractmethod
from tests.helpers.dataloaders import CustomInfDataloader, CustomNotImplementedErrorDataloader
class TestDataloaderVariations(ABC):
@abstractmethod
def dataloader(self, *args, **kwargs):
"""placeholder"""
def test_dataloader(self):
return self.dataloader(train=False)
def test_dataloader__infinite(self):
return CustomInfDataloader(self.dataloader(train=False))
def test_dataloader__not_implemented_error(self):
return CustomNotImplementedErrorDataloader(self.dataloader(train=False))
def test_dataloader__multiple_mixed_length(self):
lengths = [50, 30, 40]
dataloaders = [self.dataloader(train=False, num_samples=n) for n in lengths]
return dataloaders