lightning/pytorch_lightning/accelerators/cpu_backend.py

41 lines
1.5 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 pytorch_lightning.utilities.exceptions import MisconfigurationException
class CPUBackend(object):
def __init__(self, trainer):
self.trainer = trainer
def setup(self, model):
# run through amp wrapper
if self.trainer.amp_backend:
raise MisconfigurationException('amp + cpu is not supported. Please use a GPU option')
# call setup after the ddp process has connected
self.trainer.call_setup_hook(model)
# CHOOSE OPTIMIZER
# allow for lr schedulers as well
optimizers, lr_schedulers, optimizer_frequencies = self.trainer.init_optimizers(model)
self.trainer.optimizers = optimizers
self.trainer.lr_schedulers = lr_schedulers
self.trainer.optimizer_frequencies = optimizer_frequencies
def train(self, model):
results = self.trainer.run_pretrain_routine(model)
return results