deepspeedai--deepspeed/tests/unit/launcher/test_run.py

# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0

# DeepSpeed Team

import pytest

from deepspeed.launcher import runner as dsrun


def test_parser_mutual_exclusive():
    '''Ensure dsrun.parse_resource_filter() raises a ValueError when include_str and
    exclude_str are both provided.
    '''
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter({}, include_str='A', exclude_str='B')


def test_parser_local():
    ''' Test cases with only one node. '''
    # First try no include/exclude
    hosts = {'worker-0': [0, 1, 2, 3]}
    ret = dsrun.parse_resource_filter(hosts)
    assert (ret == hosts)

    # exclude slots
    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-0:1')
    assert (ret == {'worker-0': [0, 2, 3]})

    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-0:1,2')
    assert (ret == {'worker-0': [0, 3]})

    # only use one slot
    ret = dsrun.parse_resource_filter(hosts, include_str='worker-0:1')
    assert (ret == {'worker-0': [1]})

    # including slots multiple times shouldn't break things
    ret = dsrun.parse_resource_filter(hosts, include_str='worker-0:1,1')
    assert (ret == {'worker-0': [1]})
    ret = dsrun.parse_resource_filter(hosts, include_str='worker-0:1@worker-0:0,1')
    assert (ret == {'worker-0': [0, 1]})

    # including just 'worker-0' without : should still use all GPUs
    ret = dsrun.parse_resource_filter(hosts, include_str='worker-0')
    assert (ret == hosts)

    # excluding just 'worker-0' without : should eliminate everything
    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-0')
    assert (ret == {})

    # exclude all slots manually
    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-0:0,1,2,3')
    assert (ret == {})


def test_parser_multinode():
    # First try no include/exclude
    hosts = {'worker-0': [0, 1, 2, 3], 'worker-1': [0, 1, 2, 3]}
    ret = dsrun.parse_resource_filter(hosts)
    assert (ret == hosts)

    # include a node
    ret = dsrun.parse_resource_filter(hosts, include_str='worker-1:0,3')
    assert (ret == {'worker-1': [0, 3]})

    # exclude a node
    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-1')
    assert (ret == {'worker-0': [0, 1, 2, 3]})

    # exclude part of each node
    ret = dsrun.parse_resource_filter(hosts, exclude_str='worker-0:0,1@worker-1:3')
    assert (ret == {'worker-0': [2, 3], 'worker-1': [0, 1, 2]})


def test_parser_errors():
    '''Ensure we catch errors. '''
    hosts = {'worker-0': [0, 1, 2, 3], 'worker-1': [0, 1, 2, 3]}

    # host does not exist
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter(hosts, include_str='jeff')
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter(hosts, exclude_str='jeff')

    # slot does not exist
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter(hosts, include_str='worker-1:4')
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter(hosts, exclude_str='worker-1:4')

    # formatting
    with pytest.raises(ValueError):
        dsrun.parse_resource_filter(hosts, exclude_str='worker-1@worker-0:1@5')


def test_num_plus_parser():
    ''' Ensure we catch errors relating to num_nodes/num_gpus + -i/-e being mutually exclusive'''

    # inclusion
    with pytest.raises(ValueError):
        dsrun.main(args="--num_nodes 1 -i localhost foo.py".split())
    with pytest.raises(ValueError):
        dsrun.main(args="--num_nodes 1 --num_gpus 1 -i localhost foo.py".split())
    with pytest.raises(ValueError):
        dsrun.main(args="--num_gpus 1 -i localhost foo.py".split())

    # exclusion
    with pytest.raises(ValueError):
        dsrun.main(args="--num_nodes 1 -e localhost foo.py".split())
    with pytest.raises(ValueError):
        dsrun.main(args="--num_nodes 1 --num_gpus 1 -e localhost foo.py".split())
    with pytest.raises(ValueError):
        dsrun.main(args="--num_gpus 1 -e localhost foo.py".split())


def test_hostfile_good():
    # good hostfile w. empty lines and comment
    hostfile = """
    worker-1 slots=2
    worker-2 slots=2

    localhost slots=1
    123.23.12.10 slots=2

    #worker-1 slots=3
    # this is a comment

    """
    r = dsrun._parse_hostfile(hostfile.splitlines())
    assert "worker-1" in r
    assert "worker-2" in r
    assert "localhost" in r
    assert "123.23.12.10" in r
    assert r["worker-1"] == 2
    assert r["worker-2"] == 2
    assert r["localhost"] == 1
    assert r["123.23.12.10"] == 2
    assert len(r) == 4


def test_hostfiles_bad():
    # duplicate host
    hostfile = """
    worker-1 slots=2
    worker-2 slots=1
    worker-1 slots=1
    """
    with pytest.raises(ValueError):
        dsrun._parse_hostfile(hostfile.splitlines())

    # incorrect whitespace
    hostfile = """
    this is bad slots=1
    """
    with pytest.raises(ValueError):
        dsrun._parse_hostfile(hostfile.splitlines())

    # no whitespace
    hostfile = """
    missingslots
    """
    with pytest.raises(ValueError):
        dsrun._parse_hostfile(hostfile.splitlines())

    # empty
    hostfile = """
    """
    with pytest.raises(ValueError):
        dsrun._parse_hostfile(hostfile.splitlines())

    # mix of good/bad
    hostfile = """
    worker-1 slots=2
    this is bad slots=1
    worker-2 slots=4
    missingslots

    """
    with pytest.raises(ValueError):
        dsrun._parse_hostfile(hostfile.splitlines())