ColossalAI/tests/test_zero_data_parallel/test_zero_param_mgr.py

42 lines
1.2 KiB
Python

#!/usr/bin/env python
# -*- encoding: utf-8 -*-
import os
from functools import partial
from pathlib import Path
import colossalai
import pytest
import torch
import torch.multiprocessing as mp
from colossalai.zero.sharded_model.param_manager import Zero3ParameterManager
from colossalai.core import global_context as gpc
from colossalai.context.parallel_mode import ParallelMode
from colossalai.utils import free_port
from common import CONFIG
def run_shard_shape_check(rank, world_size, port):
colossalai.launch(config=CONFIG,
rank=rank,
world_size=world_size,
host='localhost',
port=port,
backend='nccl')
model = torch.nn.Linear(2, 4 * world_size)
gpc.init_parallel_groups()
Zero3ParameterManager(module=model, process_group=gpc.get_group(ParallelMode.DATA), offload_config=CONFIG.get('offload_param_config'))
assert(model.weight.numel() == 4 * 2)
assert(model.bias.numel() == 4)
@pytest.mark.dist
def test_run_shard_shape():
world_size = 2
run_func = partial(run_shard_shape_check, world_size=world_size, port=free_port())
mp.spawn(run_func, nprocs=world_size)
if __name__ == '__main__':
test_run_shard_shape()