ColossalAI/tests/test_device/test_extract_alpha_beta.py

40 lines
1.3 KiB
Python

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_extract_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)
mesh_alpha, mesh_beta = profiler.extract_alpha_beta_for_device_mesh()
for alpha in mesh_alpha:
assert alpha > 0 and alpha < 1e-3
for beta in mesh_beta:
assert beta > 0 and beta < 1e-10
@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_extract_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()