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#!/usr/bin/env python3 | |
# -*- coding:utf-8 -*- | |
# Copyright (c) 2014-2021 Megvii Inc. All rights reserved. | |
import cv2 | |
import os | |
import subprocess | |
__all__ = ["configure_nccl", "configure_module"] | |
def configure_nccl(): | |
"""Configure multi-machine environment variables of NCCL.""" | |
os.environ["NCCL_LAUNCH_MODE"] = "PARALLEL" | |
os.environ["NCCL_IB_HCA"] = subprocess.getoutput( | |
"pushd /sys/class/infiniband/ > /dev/null; for i in mlx5_*; " | |
"do cat $i/ports/1/gid_attrs/types/* 2>/dev/null " | |
"| grep v >/dev/null && echo $i ; done; popd > /dev/null" | |
) | |
os.environ["NCCL_IB_GID_INDEX"] = "3" | |
os.environ["NCCL_IB_TC"] = "106" | |
def configure_module(ulimit_value=8192): | |
""" | |
Configure pytorch module environment. setting of ulimit and cv2 will be set. | |
Args: | |
ulimit_value(int): default open file number on linux. Default value: 8192. | |
""" | |
# system setting | |
try: | |
import resource | |
rlimit = resource.getrlimit(resource.RLIMIT_NOFILE) | |
resource.setrlimit(resource.RLIMIT_NOFILE, (ulimit_value, rlimit[1])) | |
except Exception: | |
# Exception might be raised in Windows OS or rlimit reaches max limit number. | |
# However, set rlimit value might not be necessary. | |
pass | |
# cv2 | |
# multiprocess might be harmful on performance of torch dataloader | |
os.environ["OPENCV_OPENCL_RUNTIME"] = "disabled" | |
try: | |
cv2.setNumThreads(0) | |
cv2.ocl.setUseOpenCL(False) | |
except Exception: | |
# cv2 version mismatch might rasie exceptions. | |
pass | |