快速入门#
通过 AgentChat,您可以使用预设代理快速构建应用程序。为了说明这一点,我们将首先创建一个可以使用工具的单个代理。
首先,我们需要安装 AgentChat 和 Extension 包。
pip install -U "autogen-agentchat" "autogen-ext[openai,azure]"
此示例使用 OpenAI 模型,但您也可以使用其他模型。只需使用所需的模型或模型客户端类更新 model_client
即可。
要使用 Azure OpenAI 模型和 AAD 身份验证,您可以按照此处的说明进行操作。要使用其他模型,请参阅模型。
from autogen_agentchat.agents import AssistantAgent
from autogen_agentchat.ui import Console
from autogen_ext.models.openai import OpenAIChatCompletionClient
# Define a model client. You can use other model client that implements
# the `ChatCompletionClient` interface.
model_client = OpenAIChatCompletionClient(
model="gpt-4o",
# api_key="YOUR_API_KEY",
)
# Define a simple function tool that the agent can use.
# For this example, we use a fake weather tool for demonstration purposes.
async def get_weather(city: str) -> str:
"""Get the weather for a given city."""
return f"The weather in {city} is 73 degrees and Sunny."
# Define an AssistantAgent with the model, tool, system message, and reflection enabled.
# The system message instructs the agent via natural language.
agent = AssistantAgent(
name="weather_agent",
model_client=model_client,
tools=[get_weather],
system_message="You are a helpful assistant.",
reflect_on_tool_use=True,
model_client_stream=True, # Enable streaming tokens from the model client.
)
# Run the agent and stream the messages to the console.
async def main() -> None:
await Console(agent.run_stream(task="What is the weather in New York?"))
# Close the connection to the model client.
await model_client.close()
# NOTE: if running this inside a Python script you'll need to use asyncio.run(main()).
await main()
---------- user ----------
What is the weather in New York?
---------- weather_agent ----------
[FunctionCall(id='call_bE5CYAwB7OlOdNAyPjwOkej1', arguments='{"city":"New York"}', name='get_weather')]
---------- weather_agent ----------
[FunctionExecutionResult(content='The weather in New York is 73 degrees and Sunny.', call_id='call_bE5CYAwB7OlOdNAyPjwOkej1', is_error=False)]
---------- weather_agent ----------
The current weather in New York is 73 degrees and sunny.
下一步是什么?#
现在您已经基本了解如何使用单个代理,请考虑按照教程进行演练,了解 AgentChat 的其他功能。