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ColossalAI/tests/test_utils/test_tensor_move.py

43 lines
1.4 KiB

import pytest
from colossalai.utils.cuda import get_current_device
from colossalai.utils.memory_utils.utils import colo_model_data_tensor_move, colo_model_data_tensor_move_inline
from colossalai.utils import free_port
from colossalai.zero.sharded_param import ShardedTensor
import colossalai
import torch
from functools import partial
import torch.multiprocessing as mp
def _run_colo_model_data_tensor_move_inline():
for t in [torch.randn(2, 3), ShardedTensor(torch.randn(2, 3))]:
colo_model_data_tensor_move_inline(t, torch.device(f"cuda:{get_current_device()}"))
assert t.device == torch.device(f"cuda:{get_current_device()}")
def _run_colo_model_data_tensor_move():
for t in [(torch.ones(2, 3), torch.zeros(2, 3).cuda(get_current_device())),
(ShardedTensor(torch.ones(2, 3)), ShardedTensor(torch.zeros(2, 3).cuda(get_current_device())))]:
cpu_t, cuda_t = t
colo_model_data_tensor_move(cpu_t, cuda_t)
def run_dist(rank, world_size, port):
colossalai.launch(config={}, rank=rank, world_size=world_size, host='localhost', port=port, backend='nccl')
_run_colo_model_data_tensor_move_inline()
_run_colo_model_data_tensor_move()
@pytest.mark.dist
@pytest.mark.parametrize("world_size", [1, 4])
def test_tensor_move(world_size):
run_func = partial(run_dist, world_size=world_size, port=free_port())
mp.spawn(run_func, nprocs=world_size)
if __name__ == '__main__':
test_tensor_move(4)