GPT LangChain experimental agent - allow dangerous code

**题意:**GPT LangChain 实验性代理 - 允许危险代码

问题背景:

I'm creating a chatbot in VS Code where it will receive csv file through a prompt on Streamlit interface. However from the moment that file is loaded, it is showing a message with the following content:

ValueError: This agent relies on access to a python repl tool which can execute arbitrary code. This can be dangerous and requires a specially sandboxed environment to be safely used. Please read the security notice in the doc-string of this function. You must opt-in to use this functionality by setting allow_dangerous_code=True.For general security guidelines, please see: Security | 🦜️🔗 LangChain

Traceback

python 复制代码
File "c:\Users\  \langchain-ask-csv\.venv\Lib\site-packages\streamlit\runtime\scriptrunner\script_runner.py", line 589, in _run_script
    exec(code, module.__dict__)
File "C:\Users\ \langchain-ask-csv\main.py", line 46, in <module>
    main()
File "C:\Users\  \langchain-ask-csv\main.py", line 35, in main
    agent = create_csv_agent( OpenAI(), csv_file, verbose=True)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "c:\Users\
\langchain-ask-csv\.venv\Lib\site-packages\langchain_experimental\agents\agent_toolkits\csv\base.py", line 66, in create_csv_agent
    return create_pandas_dataframe_agent(llm, df, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "c:\Users\ T\langchain-ask-csv\.venv\Lib\site-packages\langchain_experimental\agents\agent_toolkits\pandas\base.py", line 248, in create_pandas_dataframe_agent
    raise ValueError(

Here's is part of the code where I'm passing the file:

python 复制代码
def main():
    load_dotenv()
    
    # Load the OpenAI API key from the environment variable
    if os.getenv("OPENAI_API_KEY") is None or os.getenv("OPENAI_API_KEY") == "":
        print("OPENAI_API_KEY is not set")
        exit(1)
    else:
        print("OPENAI_API_KEY is set")

    st.set_page_config(page_title="Ask your CSV")
    st.header("Ask your CSV 📈")

    csv_file = st.file_uploader("Upload a CSV file", type="csv")
    if csv_file is not None:

        agent = create_csv_agent( OpenAI(), csv_file, verbose=True)

        user_question = st.text_input("Ask a question about your CSV: ")
        
        if user_question is not None and user_question != "":
            with st.spinner(text="In progress..."):
                st.write(agent.run(user_question))
      

if __name__ == "__main__":
    main()

I checked the link given as suggestion and also tried to search on similar reports but haven't had success.

What might be wrong and how to fix it?

问题解决:

The referenced security notice is in langchain_experimental.agents.agent_toolkits.pandas.base.create_pandas_dataframe_agent --- 🦜🔗 LangChain 0.2.8.

Just do what the message tells you. Do a security analysis, create a sandbox environment for your thing to run in, and then add allow_dangerous_code=True to the arguments you pass to create_csv_agent, which just forwards the argument to create_pandas_dataframe_agent and run it in the sandbox.

相关推荐
cnxy1881 小时前
围棋对弈Python程序开发完整指南:步骤1 - 棋盘基础框架搭建
开发语言·python
落叶,听雪1 小时前
河南建站系统哪个好
大数据·人工智能·python
极客小云2 小时前
【生物医学NLP信息抽取:药物识别、基因识别与化学物质实体识别教程与应用】
python·机器学习·nlp
南_山无梅落2 小时前
12.Python3函数基础:定义、调用与参数传递规则
python
laocooon5238578863 小时前
插入法排序 python
开发语言·python·算法
装不满的克莱因瓶3 小时前
【Coze智能体实战二】一键生成儿歌背单词视频
人工智能·ai·实战·agent·工作流·智能体·coze
清水白石0085 小时前
《深入 Python 上下文管理器:contextlib.contextmanager 与类实现方式的底层差异全景解析》
开发语言·python
程序员佳佳5 小时前
GPT-4时代终结?GPT-5.2与Banana Pro实测数据公开,普通开发者如何接住这泼天富贵
开发语言·python·gpt·chatgpt·重构·api·midjourney
Blossom.1186 小时前
多模态大模型LoRA微调实战:从零构建企业级图文检索系统
人工智能·python·深度学习·学习·react.js·django·transformer
小钻风33666 小时前
软件测试: 从入门到实践 (接口测试)
软件测试·python