lightning/tests/tests_lite/strategies/test_single_device.py

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Standalone Lite: Strategy base classes and registry (#14662) * add accelerator implementations to lite * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix imports * rename registry argument * fix test * fix tests * remove duplicated test * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix tests * deprecation * deprecations * flake8 * fixes * add mps to runif * fix tests * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Apply suggestions from code review Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove more * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * local import * undo device stats :( * fix import * stupid typehints * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * more refactors :( * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * rename init_device to setup_device * remove unused import * make uppercase to differentiate from class * trick test after moving import locally * add base classes and registry * reg * registry * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * tests * update to other branches * resolve todo(lite) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add very basic unit tests * fix name assignment * Update src/lightning_lite/strategies/parallel.py Co-authored-by: Kaushik B <45285388+kaushikb11@users.noreply.github.com> * remove deprecated property * remove pre- and post backward for now * protecting the registry utility function * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove unused import Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Carlos Mocholí <carlossmocholi@gmail.com> Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com> Co-authored-by: Kaushik B <45285388+kaushikb11@users.noreply.github.com>
2022-09-14 13:15:21 +00:00
# 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 unittest.mock import Mock
import pytest
import torch
from lightning_lite.strategies import SingleDeviceStrategy
def test_single_device_default_device():
assert SingleDeviceStrategy().root_device == torch.device("cpu")
@pytest.mark.parametrize("device", ["cpu", torch.device("cpu"), "cuda:1", torch.device("cuda")])
def test_single_device_root_device(device):
assert SingleDeviceStrategy(device).root_device == torch.device(device)
@pytest.mark.parametrize("device", [torch.device("cpu"), torch.device("cuda", 3)])
def test_single_device_ranks(device):
strategy = SingleDeviceStrategy(device)
assert strategy.world_size == 1
assert strategy.local_rank == 0
assert strategy.global_rank == 0
assert strategy.is_global_zero
def test_single_device_collectives():
"""Test that collectives in the single-device strategy act as the identity."""
strategy = SingleDeviceStrategy()
tensor = Mock()
assert strategy.all_gather(tensor) == tensor
assert strategy.reduce(tensor) == tensor
assert strategy.broadcast(tensor) == tensor
def test_single_device_module_to_device():
strategy = SingleDeviceStrategy()
strategy._root_device = Mock()
module = Mock(spec=torch.nn.Module)
strategy.module_to_device(module)
module.to.assert_called_with(strategy.root_device)