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129 lines
4.6 KiB
Python
129 lines
4.6 KiB
Python
# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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from collections.abc import Awaitable, Callable
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from random import randint
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from typing import Annotated
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from agent_framework import (
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FunctionInvocationContext,
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)
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from agent_framework.azure import AzureAIAgentClient
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from azure.identity.aio import AzureCliCredential
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from pydantic import Field
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"""
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Shared State Function-based Middleware Example
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This sample demonstrates how to implement function-based middleware within a class to share state.
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The example includes:
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- A MiddlewareContainer class with two simple function middleware methods
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- First middleware: Counts function calls and stores the count in shared state
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- Second middleware: Uses the shared count to add call numbers to function results
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This approach shows how middleware can work together by sharing state within the same class instance.
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"""
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def get_weather(
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location: Annotated[str, Field(description="The location to get the weather for.")],
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) -> str:
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"""Get the weather for a given location."""
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conditions = ["sunny", "cloudy", "rainy", "stormy"]
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return f"The weather in {location} is {conditions[randint(0, 3)]} with a high of {randint(10, 30)}°C."
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def get_time(
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timezone: Annotated[str, Field(description="The timezone to get the time for.")] = "UTC",
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) -> str:
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"""Get the current time for a given timezone."""
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import datetime
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return f"The current time in {timezone} is {datetime.datetime.now().strftime('%H:%M:%S')}"
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class MiddlewareContainer:
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"""Container class that holds middleware functions with shared state."""
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def __init__(self) -> None:
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# Simple shared state: count function calls
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self.call_count: int = 0
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async def call_counter_middleware(
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self,
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context: FunctionInvocationContext,
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next: Callable[[FunctionInvocationContext], Awaitable[None]],
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) -> None:
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"""First middleware: increments call count in shared state."""
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# Increment the shared call count
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self.call_count += 1
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print(f"[CallCounter] This is function call #{self.call_count}")
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# Call the next middleware/function
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await next(context)
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async def result_enhancer_middleware(
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self,
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context: FunctionInvocationContext,
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next: Callable[[FunctionInvocationContext], Awaitable[None]],
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) -> None:
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"""Second middleware: uses shared call count to enhance function results."""
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print(f"[ResultEnhancer] Current total calls so far: {self.call_count}")
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# Call the next middleware/function
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await next(context)
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# After function execution, enhance the result using shared state
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if context.result:
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enhanced_result = f"[Call #{self.call_count}] {context.result}"
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context.result = enhanced_result
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print("[ResultEnhancer] Enhanced result with call number")
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async def main() -> None:
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"""Example demonstrating shared state function-based middleware."""
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print("=== Shared State Function-based Middleware Example ===")
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# Create middleware container with shared state
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middleware_container = MiddlewareContainer()
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# For authentication, run `az login` command in terminal or replace AzureCliCredential with preferred
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# authentication option.
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async with (
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AzureCliCredential() as credential,
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AzureAIAgentClient(credential=credential).as_agent(
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name="UtilityAgent",
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instructions="You are a helpful assistant that can provide weather information and current time.",
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tools=[get_weather, get_time],
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# Pass both middleware functions from the same container instance
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# Order matters: counter runs first to increment count,
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# then result enhancer uses the updated count
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middleware=[
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middleware_container.call_counter_middleware,
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middleware_container.result_enhancer_middleware,
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],
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) as agent,
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):
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# Test multiple requests to see shared state in action
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queries = [
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"What's the weather like in New York?",
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"What time is it in London?",
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"What's the weather in Tokyo?",
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]
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for i, query in enumerate(queries, 1):
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print(f"\n--- Query {i} ---")
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print(f"User: {query}")
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result = await agent.run(query)
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print(f"Agent: {result.text if result.text else 'No response'}")
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# Display final statistics
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print("\n=== Final Statistics ===")
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print(f"Total function calls made: {middleware_container.call_count}")
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if __name__ == "__main__":
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asyncio.run(main())
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