from functools import partial import torch import torch.multiprocessing as mp from colossalai.cluster.device_mesh_manager import DeviceMeshInfo, DeviceMeshManager from colossalai.device.device_mesh import DeviceMesh from colossalai.fx.tracer import ColoTracer from colossalai.initialize import launch from colossalai.logging import disable_existing_loggers from colossalai.utils import free_port 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() 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(): world_size = 4 run_func = partial(check_device_mesh_manager, world_size=world_size, port=free_port()) mp.spawn(run_func, nprocs=world_size) if __name__ == '__main__': test_device_mesh_manager()