import json import random import os positive_path = 'positive/positive.jsonl' negative_path = 'negative/negative.jsonl' def read_jsonl(path): with open(path, 'r', encoding='utf-8') as f: return [line for line in f if line.strip()] positives = read_jsonl(positive_path) negatives = read_jsonl(negative_path) datasets_config = { '1_1': {'total': 2000, 'pos_ratio': 1, 'neg_ratio': 1}, '1_5': {'total': 1200, 'pos_ratio': 1, 'neg_ratio': 5}, '5_1': {'total': 1200, 'pos_ratio': 5, 'neg_ratio': 1} } for name, config in datasets_config.items(): total = config['total'] pos_ratio = config['pos_ratio'] neg_ratio = config['neg_ratio'] pos_count = int(total * pos_ratio / (pos_ratio + neg_ratio)) neg_count = total - pos_count pos_count = min(pos_count, len(positives)) neg_count = min(neg_count, len(negatives)) pos_samples = random.sample(positives, pos_count) neg_samples = random.sample(negatives, neg_count) dataset = pos_samples + neg_samples random.shuffle(dataset) out_path = f'dataset_{name}.jsonl' with open(out_path, 'w', encoding='utf-8') as f: for line in dataset: f.write(line if line.endswith('\n') else line + '\n') print(f'{out_path} created: {pos_count} positive, {neg_count} negative samples (total: {len(dataset)})')