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This commit is contained in:
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# Copyright (c) Microsoft. All rights reserved.
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"""Example showing Agent with AGUIChatClient for hybrid tool execution.
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This demonstrates the HYBRID pattern matching .NET AGUIClient implementation:
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1. AgentSession Pattern (like .NET):
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- Create session with agent.create_session()
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- Pass session to agent.run(stream=True) on each turn
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- Session maintains conversation context via context providers
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2. Hybrid Tool Execution:
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- AGUIChatClient uses function invocation mixin
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- Client-side tools (get_weather) can execute locally when server requests them
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- Server may also have its own tools that execute server-side
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- Both work together: server LLM decides which tool to call, decorator handles client execution
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This matches .NET pattern: session maintains state, tools execute on appropriate side.
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"""
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from __future__ import annotations
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import asyncio
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import logging
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import os
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from agent_framework import Agent, tool
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from agent_framework.ag_ui import AGUIChatClient
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# Enable debug logging
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logging.basicConfig(
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level=logging.DEBUG,
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format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
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)
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logger = logging.getLogger(__name__)
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@tool(description="Get the current weather for a location.")
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def get_weather(location: str) -> str:
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"""Get the current weather for a location.
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Args:
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location: The city or location name
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"""
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print(f"[CLIENT] get_weather tool called with location: {location}")
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weather_data = {
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"seattle": "Rainy, 55°F",
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"san francisco": "Foggy, 62°F",
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"new york": "Sunny, 68°F",
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"london": "Cloudy, 52°F",
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}
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result = weather_data.get(location.lower(), f"Weather data not available for {location}")
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print(f"[CLIENT] get_weather returning: {result}")
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return result
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async def main():
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"""Demonstrate Agent + AGUIChatClient hybrid tool execution.
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This matches the .NET pattern from Program.cs where:
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- AIAgent agent = chatClient.CreateAIAgent(tools: [...])
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- AgentSession session = agent.CreateSession()
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- RunStreamingAsync(messages, session)
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Python equivalent:
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- agent = Agent(client=AGUIChatClient(...), tools=[...])
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- session = agent.create_session() # Creates session
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- agent.run(message, stream=True, session=session) # Session tracks context
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"""
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server_url = os.environ.get("AGUI_SERVER_URL", "http://127.0.0.1:5100/")
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print("=" * 70)
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print("Agent + AGUIChatClient: Hybrid Tool Execution")
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print("=" * 70)
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print(f"\nServer: {server_url}")
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print("\nThis example demonstrates:")
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print(" 1. AgentSession maintains conversation state (like .NET)")
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print(" 2. Client-side tools execute locally via function invocation mixin")
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print(" 3. Server may have additional tools that execute server-side")
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print(" 4. HYBRID: Client and server tools work together simultaneously\n")
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try:
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# Create remote client in async context manager
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async with AGUIChatClient(endpoint=server_url) as remote_client:
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# Wrap in Agent for conversation history management
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agent = Agent(
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name="remote_assistant",
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instructions="You are a helpful assistant. Remember user information across the conversation.",
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client=remote_client,
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tools=[get_weather],
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)
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# Create a session to maintain conversation state (like .NET AgentSession)
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session = agent.create_session()
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print("=" * 70)
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print("CONVERSATION WITH HISTORY")
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print("=" * 70)
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# Turn 1: Introduce
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print("\nUser: My name is Alice and I live in Seattle\n")
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async for chunk in agent.run("My name is Alice and I live in Seattle", stream=True, session=session):
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print("\n")
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# Turn 2: Ask about name (tests history)
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print("User: What's my name?\n")
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async for chunk in agent.run("What's my name?", stream=True, session=session):
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print("\n")
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# Turn 3: Ask about location (tests history)
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print("User: Where do I live?\n")
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async for chunk in agent.run("Where do I live?", stream=True, session=session):
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print("\n")
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# Turn 4: Test client-side tool (get_weather is client-side)
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print("User: What's the weather forecast for today in Seattle?\n")
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async for chunk in agent.run(
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"What's the weather forecast for today in Seattle?",
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stream=True,
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session=session,
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):
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print("\n")
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# Turn 5: Test server-side tool (get_time_zone is server-side only)
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print("User: What time zone is Seattle in?\n")
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async for chunk in agent.run("What time zone is Seattle in?", stream=True, session=session):
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print("\n")
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except ConnectionError as e:
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print(f"\n\033[91mConnection Error: {e}\033[0m")
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print("\nMake sure an AG-UI server is running at the specified endpoint.")
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except Exception as e:
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print(f"\n\033[91mError: {e}\033[0m")
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import traceback
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traceback.print_exc()
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if __name__ == "__main__":
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asyncio.run(main())
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