src/data_analysis.py

import json
import matplotlib.pyplot as plt

# 文件路径
basic_path="/home/tianqiu/tts_schedule/batch_infer/results/mathhard/Qwen_Qwen2.5-7B-Instruct/Majority/output/acc4_new.jsonl"
parallel_path="/home/tianqiu/tts_schedule/batch_infer/results/mathhard/Qwen_Qwen2.5-7B-Instruct/Majority/output/acc8.jsonl"
sequence_vote_path="/home/tianqiu/tts_schedule/batch_infer/results/mathhard/Qwen_Qwen2.5-7B-Instruct/Sequence_vote/output_data/acc4_new.jsonl"

# 加载数据
with open(basic_path, 'r') as f:
    basic_data = json.load(f)

with open(parallel_path, 'r') as f:
    parallel_data = json.load(f)

with open(sequence_vote_path, 'r') as f:
    sequence_vote_data = json.load(f)

# 获取正确索引
correct_indices_basic = basic_data['correct_indices']
correct_indices_parallel = parallel_data['correct_indices']
correct_indices_sequence_vote = sequence_vote_data['correct_indices']

# 计算parallel和sequence vote的交集
intersection = set(correct_indices_parallel) & set(correct_indices_sequence_vote)

# 计算basic在intersection中的部分
basic_in_intersection = set(correct_indices_basic) & intersection
intersection_not_basic = intersection - set(correct_indices_basic)

# 打印统计信息
print(f"Intersection: {len(intersection)}")
print(f"Parallel not in Sequence vote: {len(correct_indices_parallel) - len(intersection)}")
print(f"Sequence vote not in Parallel: {len(correct_indices_sequence_vote) - len(intersection)}")
print(f"Basic in intersection: {len(basic_in_intersection)}")
print(f"Intersection not in basic: {len(intersection_not_basic)}")

# 绘制饼图 - 将intersection分成两部分：basic在intersection中的部分，和intersection中不在basic中的部分
plt.figure(figsize=(10, 8))
plt.pie([len(basic_in_intersection), len(intersection_not_basic), 
         len(correct_indices_parallel) - len(intersection), 
         len(correct_indices_sequence_vote) - len(intersection)], 
        labels=['Basic in Intersection', 'Intersection not in Basic', 
                'Parallel not in Sequence vote', 'Sequence vote not in Parallel'], 
        autopct='%1.1f%%',
        colors=['#ff9999', '#66b3ff', '#99ff99', '#ffcc99'])
plt.title('Comparison of Correct Answers Across Different Methods')
plt.axis('equal')
plt.show()