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test_setup_env.py
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# Copyright (c) OpenMMLab. All rights reserved.
import multiprocessing as mp
import os
import platform
import cv2
from mmcv import Config
from mmdet.utils import setup_multi_processes
def test_setup_multi_processes():
# temp save system setting
sys_start_mehod = mp.get_start_method(allow_none=True)
sys_cv_threads = cv2.getNumThreads()
# pop and temp save system env vars
sys_omp_threads = os.environ.pop('OMP_NUM_THREADS', default=None)
sys_mkl_threads = os.environ.pop('MKL_NUM_THREADS', default=None)
# test config without setting env
config = dict(data=dict(workers_per_gpu=2))
cfg = Config(config)
setup_multi_processes(cfg)
assert os.getenv('OMP_NUM_THREADS') == '1'
assert os.getenv('MKL_NUM_THREADS') == '1'
# when set to 0, the num threads will be 1
assert cv2.getNumThreads() == 1
if platform.system() != 'Windows':
assert mp.get_start_method() == 'fork'
# test num workers <= 1
os.environ.pop('OMP_NUM_THREADS')
os.environ.pop('MKL_NUM_THREADS')
config = dict(data=dict(workers_per_gpu=0))
cfg = Config(config)
setup_multi_processes(cfg)
assert 'OMP_NUM_THREADS' not in os.environ
assert 'MKL_NUM_THREADS' not in os.environ
# test manually set env var
os.environ['OMP_NUM_THREADS'] = '4'
config = dict(data=dict(workers_per_gpu=2))
cfg = Config(config)
setup_multi_processes(cfg)
assert os.getenv('OMP_NUM_THREADS') == '4'
# test manually set opencv threads and mp start method
config = dict(
data=dict(workers_per_gpu=2),
opencv_num_threads=4,
mp_start_method='spawn')
cfg = Config(config)
setup_multi_processes(cfg)
assert cv2.getNumThreads() == 4
assert mp.get_start_method() == 'spawn'
# revert setting to avoid affecting other programs
if sys_start_mehod:
mp.set_start_method(sys_start_mehod, force=True)
cv2.setNumThreads(sys_cv_threads)
if sys_omp_threads:
os.environ['OMP_NUM_THREADS'] = sys_omp_threads
else:
os.environ.pop('OMP_NUM_THREADS')
if sys_mkl_threads:
os.environ['MKL_NUM_THREADS'] = sys_mkl_threads
else:
os.environ.pop('MKL_NUM_THREADS')