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test_lsf_environment.py
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# 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 LSFEnvironment
def _make_rankfile(tmp_path):
hosts = "batch\n10.10.10.0\n10.10.10.1\n10.10.10.2\n10.10.10.3"
p = tmp_path / "lsb_djob_rankfile"
p.write_text(hosts)
return str(p)
@mock.patch.dict(os.environ, {"LSB_JOBID": "1234"})
def test_missing_lsb_djob_rankfile():
"""Test an error when the LSB_DJOB_RANKFILE cannot be found."""
with pytest.raises(ValueError, match="Did not find the environment variable `LSB_DJOB_RANKFILE`"):
LSFEnvironment()
@mock.patch.dict(os.environ, {"LSB_DJOB_RANKFILE": "", "LSB_JOBID": "1234"})
def test_empty_lsb_djob_rankfile():
"""Test an error when the LSB_DJOB_RANKFILE is not populated."""
with pytest.raises(ValueError, match="The environment variable `LSB_DJOB_RANKFILE` is empty"):
LSFEnvironment()
def test_missing_lsb_job_id(tmp_path):
"""Test an error when the job id cannot be found."""
with mock.patch.dict(os.environ, {"LSB_DJOB_RANKFILE": _make_rankfile(tmp_path)}), pytest.raises(
ValueError, match="Could not find job id in environment variable LSB_JOBID"
):
LSFEnvironment()
def test_manual_main_port_and_address(tmp_path):
"""Test a user can set the port manually through the MASTER_PORT env variable."""
environ = {
"LSB_DJOB_RANKFILE": _make_rankfile(tmp_path),
"LSB_JOBID": "1234",
"JSM_NAMESPACE_SIZE": "4",
"JSM_NAMESPACE_RANK": "3",
"JSM_NAMESPACE_LOCAL_RANK": "1",
}
with mock.patch.dict(os.environ, environ), mock.patch("socket.gethostname", return_value="10.10.10.2"):
env = LSFEnvironment()
assert env.main_port == 10234
def test_attributes_from_environment_variables(tmp_path):
"""Test that the LSF environment takes the attributes from the environment variables."""
environ = {
"LSB_DJOB_RANKFILE": _make_rankfile(tmp_path),
"LSB_JOBID": "1234",
"JSM_NAMESPACE_SIZE": "4",
"JSM_NAMESPACE_RANK": "3",
"JSM_NAMESPACE_LOCAL_RANK": "1",
}
with mock.patch.dict(os.environ, environ), mock.patch("socket.gethostname", return_value="10.10.10.2"):
env = LSFEnvironment()
assert env.creates_processes_externally
assert env.main_address == "10.10.10.0"
assert env.main_port == 10234
assert env.world_size() == 4
assert env.global_rank() == 3
assert env.local_rank() == 1
env.set_global_rank(100)
assert env.global_rank() == 3
env.set_world_size(100)
assert env.world_size() == 4
assert LSFEnvironment.detect()
def test_node_rank(tmp_path):
environ = {
"LSB_DJOB_RANKFILE": _make_rankfile(tmp_path),
"LSB_JOBID": "1234",
"JSM_NAMESPACE_SIZE": "4",
"JSM_NAMESPACE_RANK": "3",
"JSM_NAMESPACE_LOCAL_RANK": "1",
}
with mock.patch.dict(os.environ, environ), mock.patch("socket.gethostname", return_value="10.10.10.2"):
env = LSFEnvironment()
assert env.node_rank() == 2
def test_detect():
"""Test the detection of a LSF environment configuration."""
with mock.patch.dict(os.environ, {}, clear=True):
assert not LSFEnvironment.detect()
with mock.patch.dict(
os.environ,
{
"LSB_DJOB_RANKFILE": "",
"LSB_JOBID": "",
"JSM_NAMESPACE_SIZE": "",
"JSM_NAMESPACE_LOCAL_RANK": "",
},
):
assert LSFEnvironment.detect()