| import torch |
| import torch.nn as nn |
| import torch.nn.functional as F |
| import numpy as np |
| import os |
| from tqdm import tqdm |
| from torchvision.utils import save_image |
| from absl import logging |
| import copy |
| import datetime |
| import math |
|
|
| import einops |
| from einops import rearrange |
|
|
| import sys |
| import glob |
| import shutil |
| from torch.utils.tensorboard import SummaryWriter |
|
|
| UNSAVED_DIRS = ['outputs', 'checkpoint', 'checkpoints', 'workdir', 'build', '.git', '__pycache__', 'assets', 'samples'] |
|
|
| def backup_code(work_dir, verbose=False): |
| base_dir = './' |
|
|
| dir_list = ["*.py", ] |
| for file in os.listdir(base_dir): |
| sub_dir = os.path.join(base_dir, file) |
| if os.path.isdir(sub_dir): |
| if file in UNSAVED_DIRS: |
| continue |
|
|
| for root, dirs, files in os.walk(sub_dir): |
| for dir_name in dirs: |
| dir_list.append(os.path.join(root, dir_name)+"/*.py") |
|
|
| elif file.split('.')[-1] == 'py': |
| pass |
|
|
| for pattern in dir_list: |
| for file in glob.glob(pattern): |
| src = os.path.join(base_dir, file) |
| dst = os.path.join(work_dir, 'backup', os.path.dirname(file)) |
|
|
| if verbose: |
| logging.info('Copying %s -> %s' % (os.path.relpath(src), os.path.relpath(dst))) |
| |
| os.makedirs(dst, exist_ok=True) |
| shutil.copy2(src, dst) |
|
|
|
|
| def get_str_time(): |
| return str(datetime.datetime.now()).replace(':', '_').replace('.', '_').replace('-', "_").replace(' ', '_') |
|
|
|
|
| def set_logger(log_level='info', fname=None): |
| import logging as _logging |
| handler = logging.get_absl_handler() |
| formatter = _logging.Formatter('%(asctime)s - %(filename)s - %(message)s') |
| handler.setFormatter(formatter) |
| logging.set_verbosity(log_level) |
| if fname is not None: |
| handler = _logging.FileHandler(fname) |
| handler.setFormatter(formatter) |
| logging.get_absl_logger().addHandler(handler) |