Making large AI models cheaper, faster and more accessible
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from colossalai.cluster.device_mesh_manager import DeviceMeshInfo, DeviceMeshManager
from colossalai.initialize import launch
from colossalai.logging import disable_existing_loggers
from colossalai.testing import spawn
def check_device_mesh_manager(rank, world_size, port):
disable_existing_loggers()
launch(config={}, rank=rank, world_size=world_size, host="localhost", port=port, backend="nccl")
device_mesh_manager = DeviceMeshManager()
# TODO(ver217): this test is strictly relies on hardware, temporary skip it
# device_mesh_info_auto = DeviceMeshInfo(physical_ids=[0, 1, 2, 3],)
# device_mesh_auto = device_mesh_manager.create_device_mesh('0', device_mesh_info_auto)
# assert device_mesh_auto.shape == (2, 2)
# assert device_mesh_auto._logical_mesh_id.tolist() == [[0, 1], [2, 3]]
device_mesh_info_with_shape = DeviceMeshInfo(
physical_ids=[0, 1, 2, 3],
mesh_shape=(2, 2),
)
device_mesh_with_shape = device_mesh_manager.create_device_mesh("1", device_mesh_info_with_shape)
assert device_mesh_with_shape.shape == (2, 2)
assert device_mesh_with_shape._logical_mesh_id.tolist() == [[0, 1], [2, 3]]
def test_device_mesh_manager():
spawn(check_device_mesh_manager, 4)
if __name__ == "__main__":
test_device_mesh_manager()