| import argparse |
| from collections import OrderedDict |
| import shutil |
| import zipfile |
| from omegaconf import OmegaConf |
| import os |
| import logging |
| import time |
| import torch |
| import numpy as np |
| import random |
|
|
| def create_logger(config) -> logging.Logger: |
| current_time = time.strftime("%Y-%m-%d_%H-%M-%S") |
| if hasattr(config, 'RUN_NAME'): |
| if config.get('timestamp', True): |
| config.RUN_NAME = current_time + '_' + config.get('RUN_NAME', '') |
| else: |
| config.RUN_NAME = current_time |
|
|
| config.RUN_PATH = os.path.join('exp', config.RUN_NAME) |
| os.makedirs(config.RUN_PATH, exist_ok=True) |
| |
| log_format = '%(asctime)s %(message)s' |
| time_format = '%Y-%m-%d %H:%M:%S' |
| logger = logging.getLogger() |
| logger.setLevel(eval(f'logging.{config.LOGGING_LEVEL.upper()}')) |
| formatter = logging.Formatter(log_format, datefmt=time_format) |
|
|
| console_handler = logging.StreamHandler() |
| console_handler.setFormatter(formatter) |
| logger.addHandler(console_handler) |
|
|
| log_file = os.path.join(config.RUN_PATH, config.RUN_NAME + '.log') |
| file_handler = logging.FileHandler(log_file, mode='a', encoding='utf-8') |
| file_handler.setFormatter(formatter) |
| logger.addHandler(file_handler) |
|
|
| return logger |
|
|
| def backup_config_file(config): |
| OmegaConf.save(config=config, f=os.path.join(config.RUN_PATH, 'config.yaml')) |
|
|
| def set_seed(seed): |
| random.seed(seed) |
| np.random.seed(seed) |
| torch.manual_seed(seed) |
| |
|
|
| if torch.cuda.is_available(): |
| torch.cuda.manual_seed_all(seed) |
