[API] implement device mesh manager (#3221)

* [API] implement  device mesh manager

* polish
This commit is contained in:
YuliangLiu0306
2023-03-24 13:39:12 +08:00
committed by GitHub
parent 052b03e83f
commit 4d5d8f98a4
2 changed files with 132 additions and 11 deletions

View File

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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()