QIE-LoRA-training-with-musubi-tuner / create_image_caption_json.py
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Implement target prefix/suffix functionality in app.py and create_image_caption_json.py for improved image processing. Update UI to reflect changes, enhancing user experience with clearer labeling and file handling. Refactor related functions to accommodate new naming conventions.
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import os
import json
from typing import List, Dict, Optional, Tuple
IMAGE_EXTENSIONS = ('.jpg', '.jpeg', '.png', '.bmp', '.gif')
def _join_posix(base: str, name: str) -> str:
"""Join path segments with forward slashes, avoiding duplicate separators."""
if not base:
return name
return base.rstrip('/') + '/' + name.lstrip('/')
def _list_images(input_folder: str) -> List[str]:
files = []
for entry in sorted(os.listdir(input_folder)):
if entry.lower().endswith(IMAGE_EXTENSIONS):
full = os.path.join(input_folder, entry)
if os.path.isfile(full):
files.append(entry)
return files
def _validate_controls_strict(filenames: List[str], control_dirs: List[str]) -> None:
"""Strictly validate that for each filename, a corresponding file exists
in every specified control directory. Raises SystemExit on failure.
"""
if not control_dirs:
return
missing: List[str] = []
for fname in filenames:
for idx, cdir in enumerate(control_dirs):
expected = os.path.join(cdir, fname)
if not os.path.exists(expected):
label = f"control_dir_{idx}"
missing.append(f"[{label}] {expected}")
if missing:
print("エラー: 以下のファイルが見つかりませんでした(strict):")
for m in missing:
print(" - " + m)
print(f"合計 {len(missing)} 件の不足が見つかりました。処理を中断します。")
raise SystemExit(1)
def _normalize(name: str, prefix: str = "", suffix: str = "") -> str:
stem = os.path.splitext(os.path.basename(name))[0]
if prefix and stem.startswith(prefix):
stem = stem[len(prefix):]
if suffix and stem.endswith(suffix):
stem = stem[: -len(suffix)]
return stem
def _list_image_files(folder: str) -> List[str]:
return [fn for fn in sorted(os.listdir(folder))
if fn.lower().endswith(IMAGE_EXTENSIONS) and os.path.isfile(os.path.join(folder, fn))]
def _build_entry(
image_dir: str,
control_dirs: List[str],
caption: str,
image_filename: str,
) -> Dict[str, str]:
entry: Dict[str, str] = {
"image_path": _join_posix(image_dir, image_filename),
"caption": caption,
}
if len(control_dirs) == 1:
entry["control_path"] = _join_posix(control_dirs[0], image_filename)
elif len(control_dirs) > 1:
for i, cdir in enumerate(control_dirs):
entry[f"control_path_{i}"] = _join_posix(cdir, image_filename)
return entry
def create_image_caption_json_unified(
input_folder: str,
image_dir: str,
control_dirs: List[Optional[str]],
caption: str,
output_json: str,
*,
target_prefix: str = "",
target_suffix: str = "",
control_prefixes: Optional[List[Optional[str]]] = None,
control_suffixes: Optional[List[Optional[str]]] = None,
allow_single: bool = True,
) -> None:
"""
指定されたフォルダ内の画像ファイルを処理し、キャプションと共にJSONLファイルを作成します。
- コントロール無し: {image_path, caption}
- 単一コントロール(--control_dir_0のみ): {image_path, control_path, caption}
- 複数コントロール(--control_dir_0..7): {image_path, control_path_0..N, caption}
欠損ファイルは strict に扱い、不足があればエラー終了します。
"""
filenames = _list_images(input_folder)
# If no prefixes/suffixes provided, keep strict validation behavior
use_name_matching = bool(target_prefix or target_suffix)
if control_prefixes:
use_name_matching = True
if not use_name_matching:
_validate_controls_strict(filenames, [d for d in control_dirs if d])
out_dir = os.path.dirname(output_json)
if out_dir:
os.makedirs(out_dir, exist_ok=True)
count = 0
with open(output_json, 'w', encoding='utf-8') as f:
if not use_name_matching:
for fname in filenames:
entry = _build_entry(image_dir, control_dirs, caption, fname)
f.write(json.dumps(entry, ensure_ascii=False) + '\n')
count += 1
else:
# Build target keys
target_keys = [_normalize(fn, target_prefix, target_suffix) for fn in filenames]
# Write matched entries by constructing expected control names using add-rule
for idx, fname in enumerate(filenames):
entry: Dict[str, str] = {
"image_path": _join_posix(image_dir, fname),
"caption": caption,
}
present_count = 0
mkey = target_keys[idx]
for i, cdir in enumerate(control_dirs):
if not cdir:
continue
cprefix = (control_prefixes[i] if control_prefixes and i < len(control_prefixes) and control_prefixes[i] else "")
csuffix = (control_suffixes[i] if control_suffixes and i < len(control_suffixes) and control_suffixes[i] else "")
expected = f"{cprefix}{mkey}{csuffix}.png"
expected_path = os.path.join(cdir, expected)
if not os.path.exists(expected_path):
# allow single fallback: any single image in cdir
cfiles = _list_image_files(cdir)
if allow_single and len(cfiles) == 1:
expected = cfiles[0]
expected_path = os.path.join(cdir, expected)
else:
raise SystemExit(f"対応するコントロールが見つかりません: expected={expected}, control_index={i}")
field = "control_path" if present_count == 0 and sum(1 for d in control_dirs if d) == 1 else f"control_path_{present_count}"
entry[field] = _join_posix(cdir, os.path.basename(expected_path))
present_count += 1
f.write(json.dumps(entry, ensure_ascii=False) + '\n')
count += 1
print(f"処理が完了しました。{count}件を書き出しました。結果は {output_json} に保存されました。")
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser(description='画像とコントロールの対応JSONLを生成(厳格または名前マッチ)。')
parser.add_argument('-i', '--input-folder', required=True, help='入力ディレクトリ(画像ファイルを列挙)')
parser.add_argument('-c', '--caption', required=True, help='キャプション')
parser.add_argument('-o', '--output-json', default='metadata.jsonl', help='出力JSONLパス(既定: metadata.jsonl)')
parser.add_argument('--image-dir', default='/workspace/data/image', help='image_pathの親ディレクトリパス(JSON出力用)')
parser.add_argument('--target_prefix', default=os.environ.get('TARGET_PREFIX', ''), help='ターゲット画像名から削除するプレフィックス')
parser.add_argument('--target_suffix', default=os.environ.get('TARGET_SUFFIX', ''), help='ターゲット画像名から削除するサフィックス')
# 最大 control_dir_0..7 まで受け付け
for i in range(8):
parser.add_argument(
f'--control_dir_{i}',
dest=f'control_dir_{i}',
default=None,
help=f'control_path_{i}の親ディレクトリパス(JSON出力用)',
)
parser.add_argument(
f'--control_prefix_{i}',
dest=f'control_prefix_{i}',
default=os.environ.get(f'CONTROL_PREFIX_{i}', ''),
help=f'control_{i}のファイル名から削除するプレフィックス',
)
parser.add_argument(
f'--control_suffix_{i}',
dest=f'control_suffix_{i}',
default=os.environ.get(f'CONTROL_SUFFIX_{i}', ''),
help=f'control_{i}のファイル名から削除するサフィックス',
)
parser.add_argument('--allow_single', action='store_true', default=(os.environ.get('ALLOW_SINGLE', '1') == '1'), help='コントロールが1枚のみのとき全画像に適用')
args = parser.parse_args()
# 収集: 指定された control_dir_* のみ(順序は0->7)
control_dirs: List[Optional[str]] = []
for i in range(8):
val = getattr(args, f'control_dir_{i}')
control_dirs.append(val)
control_prefixes = [getattr(args, f'control_prefix_{i}') for i in range(8)]
control_suffixes = [getattr(args, f'control_suffix_{i}') for i in range(8)]
create_image_caption_json_unified(
input_folder=args.input_folder,
image_dir=args.image_dir,
control_dirs=control_dirs,
caption=args.caption,
output_json=args.output_json,
target_prefix=args.target_prefix,
target_suffix=args.target_suffix,
control_prefixes=control_prefixes,
control_suffixes=control_suffixes,
allow_single=args.allow_single,
)