data_utils.py 文件源码

def crawl_directory(directory, augment_with_rotations=False, first_label=0):
  """Crawls data directory and returns stuff."""
  label_idx = first_label
  images = []
  labels = []
  info = []

  # traverse root directory
  for root, _, files in os.walk(directory):
    logging.info('Reading files from %s', root)

    for file_name in files:
      full_file_name = os.path.join(root, file_name)
      img = imread(full_file_name, flatten=True)
      for idx, angle in enumerate([0, 90, 180, 270]):
        if not augment_with_rotations and idx > 0:
          break

        images.append(imrotate(img, angle))
        labels.append(label_idx + idx)
        info.append(full_file_name)

    if len(files) == 20:
      label_idx += 4 if augment_with_rotations else 1
  return images, labels, info