KohyaSS/finetune/merge_captions_to_metadata.py
2023-02-03 14:40:03 -05:00

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import argparse
import json
from pathlib import Path
from typing import List
from tqdm import tqdm
import library.train_util as train_util
def main(args):
assert not args.recursive or (args.recursive and args.full_path), "recursive requires full_path / recursiveはfull_pathと同時に指定してください"
train_data_dir_path = Path(args.train_data_dir)
image_paths: List[Path] = train_util.glob_images_pathlib(train_data_dir_path, args.recursive)
print(f"found {len(image_paths)} images.")
if args.in_json is None and Path(args.out_json).is_file():
args.in_json = args.out_json
if args.in_json is not None:
print(f"loading existing metadata: {args.in_json}")
metadata = json.loads(Path(args.in_json).read_text(encoding='utf-8'))
print("captions for existing images will be overwritten / 既存の画像のキャプションは上書きされます")
else:
print("new metadata will be created / 新しいメタデータファイルが作成されます")
metadata = {}
print("merge caption texts to metadata json.")
for image_path in tqdm(image_paths):
caption_path = image_path.with_suffix(args.caption_extension)
caption = caption_path.read_text(encoding='utf-8').strip()
image_key = str(image_path) if args.full_path else image_path.stem
if image_key not in metadata:
metadata[image_key] = {}
metadata[image_key]['caption'] = caption
if args.debug:
print(image_key, caption)
# metadataを書き出して終わり
print(f"writing metadata: {args.out_json}")
Path(args.out_json).write_text(json.dumps(metadata, indent=2), encoding='utf-8')
print("done!")
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument("train_data_dir", type=str, help="directory for train images / 学習画像データのディレクトリ")
parser.add_argument("out_json", type=str, help="metadata file to output / メタデータファイル書き出し先")
parser.add_argument("--in_json", type=str,
help="metadata file to input (if omitted and out_json exists, existing out_json is read) / 読み込むメタデータファイル省略時、out_jsonが存在すればそれを読み込む")
parser.add_argument("--caption_extention", type=str, default=None,
help="extension of caption file (for backward compatibility) / 読み込むキャプションファイルの拡張子(スペルミスしていたのを残してあります)")
parser.add_argument("--caption_extension", type=str, default=".caption", help="extension of caption file / 読み込むキャプションファイルの拡張子")
parser.add_argument("--full_path", action="store_true",
help="use full path as image-key in metadata (supports multiple directories) / メタデータで画像キーをフルパスにする(複数の学習画像ディレクトリに対応)")
parser.add_argument("--recursive", action="store_true",
help="recursively look for training tags in all child folders of train_data_dir / train_data_dirのすべての子フォルダにある学習タグを再帰的に探す")
parser.add_argument("--debug", action="store_true", help="debug mode")
args = parser.parse_args()
# スペルミスしていたオプションを復元する
if args.caption_extention is not None:
args.caption_extension = args.caption_extention
main(args)