lightning/tests/helpers/dataloaders.py

55 lines
1.6 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.
"""Custom dataloaders for testing"""
class CustomInfDataloader:
def __init__(self, dataloader):
self.dataloader = dataloader
self.iter = iter(dataloader)
self.count = 0
self.dataloader.num_workers = 0 # reduce chance for hanging pytest
def __iter__(self):
self.count = 0
return self
def __next__(self):
if self.count >= 50:
raise StopIteration
self.count = self.count + 1
try:
return next(self.iter)
except StopIteration:
self.iter = iter(self.dataloader)
return next(self.iter)
class CustomNotImplementedErrorDataloader(CustomInfDataloader):
def __len__(self):
"""raise NotImplementedError"""
raise NotImplementedError
def __next__(self):
if self.count >= 2:
raise StopIteration
self.count = self.count + 1
try:
return next(self.iter)
except StopIteration:
self.iter = iter(self.dataloader)
return next(self.iter)