ds_jiuzhang / deep_search /data_syn /graph_selection.py
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import os
import json
def save_to_json(data, filename):
with open(filename, 'w', encoding='utf-8') as f:
json.dump(data, f, ensure_ascii=False, indent=4)
print(f"save to {filename}, data len: {len(data)}")
def load_json(file_path):
with open(file_path, "r", encoding="utf-8") as f:
data = json.load(f)
print(f"load from {file_path}, data len: {len(data)}")
return data
# 输入和输出路径
input_folder = "/share/project/sunshuang/deep_search/data_syn/data/mixed_data/splits"
# output_folder = "/share/project/sunshuang/deep_search/data_syn/data/mixed_data/code/graph"
# # 创建输出文件夹
# os.makedirs(output_folder, exist_ok=True)
# 初始化分类字典
classified_data = {
"1-hop": [],
"2-hop": [],
"3-hop": [],
"4-hop": [],
"5-hop": [],
"other": []
}
new_data = []
# 遍历目标文件夹中的所有文件
for filename in sorted(os.listdir(input_folder)):
if filename == "tagged_domain_keypoints":
continue
if "tagged" in filename and filename.endswith(".json"):
file_path = os.path.join(input_folder, filename)
print(filename)
# 读取 JSON 文件
with open(file_path, "r", encoding="utf-8") as f:
data = json.load(f)
# 遍历数据中的每个条目
for item in data:
# 提取 Reasoning Graph 部分
tag_qwq = item.get("tag_qwq", "")
reasoning_graph = tag_qwq.split("</think>")[-1].split("Graph:")[-1].split("Area:")[0].strip()
# 判断 hop 数
hop = None
if "1-hop" in reasoning_graph:
hop = "1-hop"
item["hop"] = 1
elif "2-hop" in reasoning_graph:
hop = "2-hop"
item["hop"] = 2
elif "3-hop" in reasoning_graph:
hop = "3-hop"
item["hop"] = 3
elif "4-hop" in reasoning_graph:
hop = "4-hop"
item["hop"] = 4
elif "5-hop" in reasoning_graph:
hop = "5-hop"
item["hop"] = 5
else:
hop = "other"
item["hop"] = -1
new_data.append(item)
# 将条目添加到对应的分类
# classified_data[hop].append(item)
# 保存分类后的数据到不同文件
# for hop, items in classified_data.items():
# output_file = os.path.join(output_folder, f"{hop}.json")
# with open(output_file, "w", encoding="utf-8") as f:
# json.dump(items, f, ensure_ascii=False, indent=4)
# print(f"Saved {len(items)} items to {output_file}")
data_1 = load_json("/share/project/sunshuang/deep_search/data_syn/data/mixed_data/splits/tagged_domain_keypoints/merged_tagged_domain_keypoints_keywords_count.json")
assert len(new_data) == len(data_1)
for item, item_1 in zip(new_data, data_1):
assert item["idx"] == item_1["idx"], f"{item['idx']} {item_1['idx']}"
assert item["Question"] == item_1["Question"]
item_1["hop"] = item["hop"]
save_to_json(data_1, "/share/project/sunshuang/deep_search/data_syn/data/mixed_data/splits/tagged_domain_keypoints/merged_tagged_domain_keypoints_keywords_count_hop.json")