# 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 typing import Iterable import torch from torch.optim import Optimizer from pytorch_lightning.utilities.apply_func import apply_to_collection, move_data_to_device from pytorch_lightning.utilities.types import _DEVICE def optimizers_to_device(optimizers: Iterable[Optimizer], device: _DEVICE) -> None: """Moves optimizer states for a sequence of optimizers to the device.""" for opt in optimizers: optimizer_to_device(opt, device) def optimizer_to_device(optimizer: Optimizer, device: _DEVICE) -> None: """Moves the state of a single optimizer to the device.""" for p, v in optimizer.state.items(): optimizer.state[p] = apply_to_collection(v, torch.Tensor, move_data_to_device, device)