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去重数据3.py
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去重数据3.py
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import json
with open('Complex_Evol_Network_Instruct_1.5k_iter1.json', 'r', encoding='utf-8') as file:
data = file.readlines()
formatted_data = []
for line in data:
try:
json_data = json.loads(line)
except Exception as e:
print(f"Error: {e}") # 打印异常信息
continue
formatted_data.append({
"instruction": json_data["instruction"],
"input": json_data["input"],
"output": json_data["output"]
})
with open('less_is_more_cl2_ti2_clformatted.json', 'w', encoding='utf-8') as file:
json.dump(formatted_data, file, indent=4, ensure_ascii=False)
# 读取json文件
with open('less_is_more_cl2_ti2_clformatted.json', 'r', encoding='utf-8') as file:
data = json.load(file)
# 去除重复的指令
instructions = set()
filtered_data = []
for item in data:
instruction = item['instruction']
if instruction not in instructions:
instructions.add(instruction)
filtered_data.append(item)
# 写入新的json文件
with open('less_is_more_cl2_ti2_clformatted去重.json', 'w', encoding='utf-8') as file:
json.dump(filtered_data, file, indent=4, ensure_ascii=False)
import json
# 打开1.txt文件并读取内容
with open('less_is_more_cl2_ti2_clformatted去重.json', 'r', encoding='utf-8') as f:
data = json.load(f)
# 将每条数据转换为1.jsonl格式
for item in data:
context = item['instruction']
target = item['output']
input=''
jsonl = {"instruction": context,"input":input,"output": target}
# 将1.jsonl数据写入文件
with open('Complex_Evol_Network_Instruct_1.5k_iter1去重2.json', 'a', encoding='utf-8') as f:
f.write(json.dumps(jsonl, ensure_ascii=False) + '\n')