ColossalAI/tests/test_device/test_search_logical_device_...

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2023-01-05 09:21:29 +00:00
from functools import partial
import pytest
import torch.multiprocessing as mp
from colossalai.device import AlphaBetaProfiler
from colossalai.initialize import launch
from colossalai.logging import disable_existing_loggers
from colossalai.testing import parameterize, rerun_if_address_is_in_use
from colossalai.utils import free_port
def check_alpha_beta(rank, physical_devices, world_size, port):
disable_existing_loggers()
launch(config={}, rank=rank, world_size=world_size, host='localhost', port=port, backend='nccl')
profiler = AlphaBetaProfiler(physical_devices)
best_logical_mesh = profiler.search_best_logical_mesh()
if physical_devices == [0, 1, 2, 3]:
assert best_logical_mesh == [[0, 1], [2, 3]]
elif physical_devices == [0, 3]:
assert best_logical_mesh == [[0, 3]]
@pytest.mark.skip(reason="Skip because assertion may fail for CI devices")
@pytest.mark.dist
@parameterize('physical_devices', [[0, 1, 2, 3], [0, 3]])
@rerun_if_address_is_in_use()
def test_profile_alpha_beta(physical_devices):
world_size = 4
run_func = partial(check_alpha_beta, physical_devices=physical_devices, world_size=world_size, port=free_port())
mp.spawn(run_func, nprocs=world_size)
if __name__ == '__main__':
test_profile_alpha_beta()