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MultiOn 工具包

MultiON 构建了一个 AI 代理，可以与广泛的 Web 服务和应用程序进行交互。

此笔记本将指导您将 LangChain 连接到MultiOnClient 在您的浏览器中。

这实现了利用 MultiON 代理功能的自定义代理工作流程。

要使用此工具包，您需要添加MultiOn Extension到您的浏览器：

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

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

MultiOn 设置

创建账户后，请在 https://app.multion.ai/ 中创建 API 密钥。

登录以与您的扩展建立连接。

# Authorize connection to your Browser extention
import multion

multion.login()
Logged in.

在 Agent 中使用 Multion Toolkit

这将使用 MultiON chrome 扩展来执行所需的作。

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，它使用 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.'}