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shared_state_middleware.py
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128 lines (100 loc) · 4.62 KB
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# Copyright (c) Microsoft. All rights reserved.
import asyncio
from collections.abc import Awaitable, Callable
from random import randint
from typing import Annotated
from agent_framework import (
FunctionInvocationContext,
)
from agent_framework.azure import AzureAIAgentClient
from azure.identity.aio import AzureCliCredential
from pydantic import Field
"""
Shared State Function-based Middleware Example
This sample demonstrates how to implement function-based middleware within a class to share state.
The example includes:
- A MiddlewareContainer class with two simple function middleware methods
- First middleware: Counts function calls and stores the count in shared state
- Second middleware: Uses the shared count to add call numbers to function results
This approach shows how middleware can work together by sharing state within the same class instance.
"""
def get_weather(
location: Annotated[str, Field(description="The location to get the weather for.")],
) -> str:
"""Get the weather for a given location."""
conditions = ["sunny", "cloudy", "rainy", "stormy"]
return f"The weather in {location} is {conditions[randint(0, 3)]} with a high of {randint(10, 30)}°C."
def get_time(
timezone: Annotated[str, Field(description="The timezone to get the time for.")] = "UTC",
) -> str:
"""Get the current time for a given timezone."""
import datetime
return f"The current time in {timezone} is {datetime.datetime.now().strftime('%H:%M:%S')}"
class MiddlewareContainer:
"""Container class that holds middleware functions with shared state."""
def __init__(self) -> None:
# Simple shared state: count function calls
self.call_count: int = 0
async def call_counter_middleware(
self,
context: FunctionInvocationContext,
next: Callable[[FunctionInvocationContext], Awaitable[None]],
) -> None:
"""First middleware: increments call count in shared state."""
# Increment the shared call count
self.call_count += 1
print(f"[CallCounter] This is function call #{self.call_count}")
# Call the next middleware/function
await next(context)
async def result_enhancer_middleware(
self,
context: FunctionInvocationContext,
next: Callable[[FunctionInvocationContext], Awaitable[None]],
) -> None:
"""Second middleware: uses shared call count to enhance function results."""
print(f"[ResultEnhancer] Current total calls so far: {self.call_count}")
# Call the next middleware/function
await next(context)
# After function execution, enhance the result using shared state
if context.result:
enhanced_result = f"[Call #{self.call_count}] {context.result}"
context.result = enhanced_result
print("[ResultEnhancer] Enhanced result with call number")
async def main() -> None:
"""Example demonstrating shared state function-based middleware."""
print("=== Shared State Function-based Middleware Example ===")
# Create middleware container with shared state
middleware_container = MiddlewareContainer()
# For authentication, run `az login` command in terminal or replace AzureCliCredential with preferred
# authentication option.
async with (
AzureCliCredential() as credential,
AzureAIAgentClient(async_credential=credential).create_agent(
name="UtilityAgent",
instructions="You are a helpful assistant that can provide weather information and current time.",
tools=[get_weather, get_time],
# Pass both middleware functions from the same container instance
# Order matters: counter runs first to increment count,
# then result enhancer uses the updated count
middleware=[
middleware_container.call_counter_middleware,
middleware_container.result_enhancer_middleware,
],
) as agent,
):
# Test multiple requests to see shared state in action
queries = [
"What's the weather like in New York?",
"What time is it in London?",
"What's the weather in Tokyo?",
]
for i, query in enumerate(queries, 1):
print(f"\n--- Query {i} ---")
print(f"User: {query}")
result = await agent.run(query)
print(f"Agent: {result.text if result.text else 'No response'}")
# Display final statistics
print("\n=== Final Statistics ===")
print(f"Total function calls made: {middleware_container.call_count}")
if __name__ == "__main__":
asyncio.run(main())