import os import argparse import json from llava.eval.m4c_evaluator import EvalAIAnswerProcessor def parse_args(): parser = argparse.ArgumentParser() parser.add_argument("--dir", type=str, default="./playground/data/eval/vqav2") parser.add_argument("--ckpt", type=str, required=True) parser.add_argument("--split", type=str, required=True) return parser.parse_args() if __name__ == "__main__": args = parse_args() src = os.path.join(args.dir, "answers", args.split, args.ckpt, "merge.jsonl") test_split = os.path.join(args.dir, "llava_vqav2_mscoco_test2015.jsonl") dst = os.path.join(args.dir, "answers_upload", args.split, f"{args.ckpt}.json") os.makedirs(os.path.dirname(dst), exist_ok=True) results = [] error_line = 0 for line_idx, line in enumerate(open(src)): try: results.append(json.loads(line)) except: error_line += 1 results = {x["question_id"]: x["text"] for x in results} test_split = [json.loads(line) for line in open(test_split)] split_ids = set([x["question_id"] for x in test_split]) print(f"total results: {len(results)}, total split: {len(test_split)}, error_line: {error_line}") all_answers = [] answer_processor = EvalAIAnswerProcessor() for x in test_split: if x["question_id"] not in results: all_answers.append({"question_id": x["question_id"], "answer": ""}) else: all_answers.append({"question_id": x["question_id"], "answer": answer_processor(results[x["question_id"]])}) with open(dst, "w") as f: json.dump(all_answers, open(dst, "w"))