lightning/tests/plugins/environments/test_lightning_environment.py

85 lines
3.0 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.
import os
from unittest import mock
import pytest
from pytorch_lightning.plugins.environments import LightningEnvironment
@mock.patch.dict(os.environ, {})
def test_default_attributes():
"""Test the default attributes when no environment variables are set."""
env = LightningEnvironment()
assert not env.creates_children()
assert env.master_address() == "127.0.0.1"
assert isinstance(env.master_port(), int)
assert env.world_size() == 1
assert env.local_rank() == 0
assert env.node_rank() == 0
@mock.patch.dict(os.environ, {"MASTER_ADDR": "1.2.3.4", "MASTER_PORT": "500", "LOCAL_RANK": "2", "NODE_RANK": "3"})
def test_attributes_from_environment_variables():
"""Test that the default cluster environment takes the attributes from the environment variables."""
env = LightningEnvironment()
assert env.master_address() == "1.2.3.4"
assert env.master_port() == 500
assert env.world_size() == 1
assert env.global_rank() == 0
assert env.local_rank() == 2
assert env.node_rank() == 3
env.set_global_rank(100)
assert env.global_rank() == 100
env.set_world_size(100)
assert env.world_size() == 100
@pytest.mark.parametrize(
"environ, creates_children", [({}, False), (dict(LOCAL_RANK="2"), True), (dict(NODE_RANK="1"), False)]
)
def test_manual_user_launch(environ, creates_children):
"""Test that the environment switches to manual user mode when LOCAL_RANK env variable detected."""
with mock.patch.dict(os.environ, environ):
env = LightningEnvironment()
assert env.creates_children() == creates_children
@mock.patch.dict(os.environ, {"GROUP_RANK": "1"})
def test_node_rank_from_group_rank():
"""Test that the GROUP_RANK substitutes NODE_RANK."""
env = LightningEnvironment()
assert "NODE_RANK" not in os.environ
assert env.node_rank() == 1
@mock.patch.dict(os.environ, {})
def test_random_master_port():
"""Test randomly chosen master port when no master port was given by user."""
env = LightningEnvironment()
port = env.master_port()
assert isinstance(port, int)
# repeated calls do not generate a new port number
assert env.master_port() == port
@mock.patch.dict(os.environ, {"WORLD_SIZE": "1"})
def test_teardown():
"""Test that the GROUP_RANK substitutes NODE_RANK."""
env = LightningEnvironment()
assert "WORLD_SIZE" in os.environ
env.teardown()
assert "WORLD_SIZE" not in os.environ