lightning/tests/base/model_train_dataloaders.py

40 lines
1.4 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.base.dataloaders import CustomInfDataloader
from tests.base.dataloaders import CustomNotImplementedErrorDataloader
class TrainDataloaderVariations(ABC):
@abstractmethod
def dataloader(self, train: bool):
"""placeholder"""
def train_dataloader(self):
return self.dataloader(train=True)
def train_dataloader__infinite(self):
return CustomInfDataloader(self.dataloader(train=True))
def train_dataloader__not_implemented_error(self):
return CustomNotImplementedErrorDataloader(self.dataloader(train=True))
def train_dataloader__zero_length(self):
dataloader = self.dataloader(train=True)
dataloader.dataset.data = dataloader.dataset.data[:0]
dataloader.dataset.targets = dataloader.dataset.targets[:0]
return dataloader