| | import os |
| | import argparse |
| | import json |
| | import re |
| | import sys |
| | print(sys.path) |
| |
|
| | def get_args(): |
| | parser = argparse.ArgumentParser() |
| | parser.add_argument('--annotation-file', type=str) |
| | parser.add_argument('--result-file', type=str) |
| | parser.add_argument('--result-dir', type=str) |
| | parser.add_argument('--mid_result', type=str) |
| | parser.add_argument('--output_result', type=str) |
| | return parser.parse_args() |
| |
|
| |
|
| | def evaluate_exact_match_accuracy(entries): |
| | scores = [] |
| | for elem in entries: |
| | if isinstance(elem['annotation'], str): |
| | elem['annotation'] = [elem['annotation']] |
| | score = max([ |
| | (1.0 if |
| | (elem['answer'].strip().lower() == ann.strip().lower()) else 0.0) |
| | for ann in elem['annotation'] |
| | ]) |
| | scores.append(score) |
| | return sum(scores) / len(scores) |
| |
|
| |
|
| | def eval_single(annotation_file, result_file): |
| | experiment_name = os.path.splitext(os.path.basename(result_file))[0] |
| | print(experiment_name) |
| | |
| | annotations = [ |
| | json.loads(q) for q in open(os.path.expanduser(annotation_file), "r") |
| | ] |
| | annotations = {(annotation['question_id'], annotation['question'].lower()): annotation for annotation in annotations} |
| | results = [json.loads(line) for line in open(result_file)] |
| |
|
| | pred_list = [] |
| | mid_list = [] |
| | for result in results: |
| | annotation = annotations[(result['question_id'], result['prompt'].lower())] |
| | pred_list.append({ |
| | "answer": result['text'], |
| | "annotation": annotation['answer'], |
| | }) |
| | mid_list.append(result) |
| | mid_list[-1]["annotation"] = annotation['answer'] |
| |
|
| | acc = evaluate_exact_match_accuracy(pred_list) |
| | acc = 100. * acc |
| | print('Samples: {}\nAccuracy: {:.2f}%\n'.format(len(pred_list), acc)) |
| | return len(pred_list), acc, mid_list |
| |
|
| |
|
| | if __name__ == "__main__": |
| | args = get_args() |
| |
|
| | if args.result_file is not None: |
| | samples, acc, mid_result = eval_single(args.annotation_file, args.result_file) |
| |
|
| | if args.result_dir is not None: |
| | for result_file in sorted(os.listdir(args.result_dir)): |
| | if not result_file.endswith('.jsonl'): |
| | print(f'Skipping {result_file}') |
| | continue |
| | samples, acc, mid_result = eval_single(args.annotation_file, os.path.join(args.result_dir, result_file)) |
| |
|
| | with open(args.mid_result, 'w') as f: |
| | json.dump(mid_result, f, indent=2) |
| |
|
| | with open(args.output_result, 'w') as f: |
| | json.dump({'samples': samples, 'acc': acc}, f, indent=2) |
| |
|
