""" 로컬 이미지 디렉토리에서 lmms-eval용 JSON 데이터셋 2종 생성 - close_ended.json : 4지선다 (A/B/C/D) - open_ended.json : 자유 응답 (Up/Down/Left/Right) """ import os import json import glob # ============================================================ # 설정 # ============================================================ DATA_ROOT = "/data/dataset/vlm_direction/object_location_4_class_subset_1of5/val" OUTPUT_DIR = "./" # 폴더명 → 영어 레이블 매핑 LABEL_MAP = { "up": "Up", "down": "Down", "left": "Left", "right": "Right", } # Close-ended 선택지 (고정 순서) OPTIONS = ["Up", "Down", "Left", "Right"] OPTION_LETTERS = ["A", "B", "C", "D"] # ============================================================ # 데이터 수집 # ============================================================ close_ended_data = [] open_ended_data = [] idx = 0 for folder_name, eng_label in LABEL_MAP.items(): folder_path = os.path.join(DATA_ROOT, folder_name) if not os.path.isdir(folder_path): print(f"[WARNING] 폴더 없음: {folder_path}") continue image_files = sorted( glob.glob(os.path.join(folder_path, "*.png")) + glob.glob(os.path.join(folder_path, "*.jpg")) + glob.glob(os.path.join(folder_path, "*.jpeg")) ) print(f"[INFO] {folder_name}: {len(image_files)} images found") for img_path in image_files: # abs_path = os.path.abspath(img_path) filename = os.path.basename(img_path) # 정답 옵션 letter (A/B/C/D) answer_idx = OPTIONS.index(eng_label) answer_letter = OPTION_LETTERS[answer_idx] # -------------------------------------------------- # 1) Close-ended (4지선다) # -------------------------------------------------- close_ended_data.append({ "id": idx, "image": filename, "question": "From the viewer's perspective, where is the object located in the image?", "options": OPTIONS, # ["Up", "Down", "Left", "Right"] "answer": answer_letter, # "A" / "B" / "C" / "D" "answer_text": eng_label, # "Up" / "Down" / "Left" / "Right" "category": folder_name, }) # -------------------------------------------------- # 2) Open-ended (자유 응답) # -------------------------------------------------- open_ended_data.append({ "id": idx, "image": filename, "question": "From the viewer's perspective, where is the object located in the image? Answer with one of: Up, Down, Left, Right.", "answer": eng_label, # "Up" / "Down" / "Left" / "Right" "category": folder_name, }) idx += 1 # ============================================================ # JSON 저장 # ============================================================ os.makedirs(OUTPUT_DIR, exist_ok=True) close_path = os.path.join(OUTPUT_DIR, "close_ended.json") open_path = os.path.join(OUTPUT_DIR, "open_ended.json") with open(close_path, "w", encoding="utf-8") as f: json.dump(close_ended_data, f, ensure_ascii=False, indent=2) with open(open_path, "w", encoding="utf-8") as f: json.dump(open_ended_data, f, ensure_ascii=False, indent=2) print(f"\n{'='*60}") print(f"Total {idx} samples processed") print(f"Close-ended → {close_path} ({len(close_ended_data)} samples)") print(f"Open-ended → {open_path} ({len(open_ended_data)} samples)") print(f"{'='*60}") # 샘플 출력 print("\n[Sample] Close-ended:") print(json.dumps(close_ended_data[0], ensure_ascii=False, indent=2)) print("\n[Sample] Open-ended:") print(json.dumps(open_ended_data[0], ensure_ascii=False, indent=2))