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MultiOn 工具包

MultiON 已经构建了一个可以与广泛的网络服务和应用程序交互的AI代理。

本笔记本将引导您通过浏览器将LangChain连接到MultiOn客户端。

这使得能够利用MultiON代理的强大功能来实现自定义的代理工作流程。

要使用此工具包，您需要在浏览器中添加MultiOn Extension：

%pip install --upgrade --quiet  multion langchain -q
%pip install -qU langchain-community
from langchain_community.agent_toolkits import MultionToolkit

toolkit = MultionToolkit()
toolkit
API Reference:MultionToolkit
MultionToolkit()
tools = toolkit.get_tools()
tools
[MultionCreateSession(), MultionUpdateSession(), MultionCloseSession()]

MultiOn 设置​

一旦您创建了账户，请在https://app.multion.ai/创建一个API密钥。

登录以建立与您的扩展程序的连接。

# Authorize connection to your Browser extention
import multion

multion.login()
Logged in.

在代理中使用Multion工具包​

这将使用MultiON chrome扩展来执行所需的操作。

我们可以运行以下内容，并查看跟踪以查看：

  • 代理使用create_multion_session工具
  • 然后使用MultiON执行查询
from langchain import hub
from langchain.agents import AgentExecutor, create_openai_functions_agent
from langchain_openai import ChatOpenAI
# Prompt
instructions = """You are an assistant."""
base_prompt = hub.pull("langchain-ai/openai-functions-template")
prompt = base_prompt.partial(instructions=instructions)
# LLM
llm = ChatOpenAI(temperature=0)
# Agent
agent = create_openai_functions_agent(llm, toolkit.get_tools(), prompt)
agent_executor = AgentExecutor(
    agent=agent,
    tools=toolkit.get_tools(),
    verbose=False,
)
agent_executor.invoke(
    {
        "input": "Use multion to explain how AlphaCodium works, a recently released code language model."
    }
)
WARNING: 'new_session' is deprecated and will be removed in a future version. Use 'create_session' instead.
WARNING: 'update_session' is deprecated and will be removed in a future version. Use 'step_session' instead.
WARNING: 'update_session' is deprecated and will be removed in a future version. Use 'step_session' instead.
WARNING: 'update_session' is deprecated and will be removed in a future version. Use 'step_session' instead.
WARNING: 'update_session' is deprecated and will be removed in a future version. Use 'step_session' instead.
{'input': 'Use multion to how AlphaCodium works, a recently released code language model.',
 'output': 'AlphaCodium is a recently released code language model that is designed to assist developers in writing code more efficiently. It is based on advanced machine learning techniques and natural language processing. AlphaCodium can understand and generate code in multiple programming languages, making it a versatile tool for developers.\n\nThe model is trained on a large dataset of code snippets and programming examples, allowing it to learn patterns and best practices in coding. It can provide suggestions and auto-complete code based on the context and the desired outcome.\n\nAlphaCodium also has the ability to analyze code and identify potential errors or bugs. It can offer recommendations for improving code quality and performance.\n\nOverall, AlphaCodium aims to enhance the coding experience by providing intelligent assistance and reducing the time and effort required to write high-quality code.\n\nFor more detailed information, you can visit the official AlphaCodium website or refer to the documentation and resources available online.\n\nI hope this helps! Let me know if you have any other questions.'}

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