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commons.py
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70 lines (61 loc) · 2.65 KB
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import os
import sys
import torch
import random
import logging
import traceback
import numpy as np
from os.path import join
def make_deterministic(seed=0):
"""Make results deterministic. If seed == -1, do not make deterministic.
Running the script in a deterministic way might slow it down.
"""
if seed == -1:
return
random.seed(seed)
np.random.seed(seed)
torch.manual_seed(seed)
torch.cuda.manual_seed(seed)
torch.backends.cudnn.deterministic = True
torch.backends.cudnn.benchmark = False
def setup_logging(save_dir, console="debug",
info_filename="info.log", debug_filename="debug.log"):
"""Set up logging files and console output.
Creates one file for INFO logs and one for DEBUG logs.
Args:
save_dir (str): creates the folder where to save the files.
debug (str):
if == "debug" prints on console debug messages and higher
if == "info" prints on console info messages and higher
if == None does not use console (useful when a logger has already been set)
info_filename (str): the name of the info file. if None, don't create info file
debug_filename (str): the name of the debug file. if None, don't create debug file
"""
if os.path.exists(save_dir):
raise FileExistsError(f"{save_dir} already exists!")
os.makedirs(save_dir, exist_ok=True)
# logging.Logger.manager.loggerDict.keys() to check which loggers are in use
base_formatter = logging.Formatter('%(asctime)s %(message)s', "%Y-%m-%d %H:%M:%S")
logger = logging.getLogger('')
logger.setLevel(logging.DEBUG)
if info_filename is not None:
info_file_handler = logging.FileHandler(join(save_dir, info_filename))
info_file_handler.setLevel(logging.INFO)
info_file_handler.setFormatter(base_formatter)
logger.addHandler(info_file_handler)
if debug_filename is not None:
debug_file_handler = logging.FileHandler(join(save_dir, debug_filename))
debug_file_handler.setLevel(logging.DEBUG)
debug_file_handler.setFormatter(base_formatter)
logger.addHandler(debug_file_handler)
if console is not None:
console_handler = logging.StreamHandler()
if console == "debug":
console_handler.setLevel(logging.DEBUG)
if console == "info":
console_handler.setLevel(logging.INFO)
console_handler.setFormatter(base_formatter)
# logger.addHandler(console_handler)
def exception_handler(type_, value, tb):
logger.info("\n" + "".join(traceback.format_exception(type, value, tb)))
sys.excepthook = exception_handler