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This commit is contained in:
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# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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from random import randint
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from typing import Annotated
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from agent_framework import Agent, AgentSession, tool
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from agent_framework.openai import OpenAIChatClient
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from dotenv import load_dotenv
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from pydantic import Field
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# Load environment variables from .env file
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load_dotenv()
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"""
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OpenAI Chat Client with Session Management Example
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This sample demonstrates session management with OpenAI Chat Client, showing
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persistent conversation context and simplified response handling.
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"""
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# NOTE: approval_mode="never_require" is for sample brevity. Use "always_require" in production;
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# see samples/02-agents/tools/function_tool_with_approval.py
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# and samples/02-agents/tools/function_tool_with_approval_and_sessions.py.
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@tool(approval_mode="never_require")
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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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async def example_with_automatic_session_creation() -> None:
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"""Example showing automatic session creation."""
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print("=== Automatic Session Creation Example ===")
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agent = Agent(
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client=OpenAIChatClient(),
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instructions="You are a helpful weather agent.",
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tools=get_weather,
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)
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# First conversation - no session provided, will be created automatically
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query1 = "What's the weather like in Seattle?"
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print(f"User: {query1}")
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result1 = await agent.run(query1)
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print(f"Agent: {result1.text}")
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# Second conversation - still no session provided, will create another new session
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query2 = "What was the last city I asked about?"
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print(f"\nUser: {query2}")
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result2 = await agent.run(query2)
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print(f"Agent: {result2.text}")
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print("Note: Each call creates a separate session, so the agent doesn't remember previous context.\n")
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async def example_with_session_persistence_in_memory() -> None:
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"""
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Example showing session persistence across multiple conversations.
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In this example, messages are stored in-memory.
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"""
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print("=== Session Persistence Example (In-Memory) ===")
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agent = Agent(
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client=OpenAIChatClient(),
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instructions="You are a helpful weather agent.",
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tools=get_weather,
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)
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# Create a new session that will be reused
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session = agent.create_session()
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# First conversation
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query1 = "What's the weather like in Tokyo?"
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print(f"User: {query1}")
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result1 = await agent.run(query1, session=session, options={"store": False})
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print(f"Agent: {result1.text}")
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# Second conversation using the same session - maintains context
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query2 = "How about London?"
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print(f"\nUser: {query2}")
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result2 = await agent.run(query2, session=session, options={"store": False})
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print(f"Agent: {result2.text}")
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# Third conversation - agent should remember both previous cities
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query3 = "Which of the cities I asked about has better weather?"
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print(f"\nUser: {query3}")
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result3 = await agent.run(query3, session=session, options={"store": False})
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print(f"Agent: {result3.text}")
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print("Note: The agent remembers context from previous messages in the same session.\n")
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async def example_with_existing_session_id() -> None:
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"""
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Example showing how to work with an existing session ID from the service.
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In this example, messages are stored on the server using OpenAI conversation state.
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"""
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print("=== Existing Session ID Example ===")
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# First, create a conversation and capture the session ID
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existing_session_id = None
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agent = Agent(
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client=OpenAIChatClient(),
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instructions="You are a helpful weather agent.",
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tools=get_weather,
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)
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# Start a conversation and get the session ID
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session = agent.create_session()
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query1 = "What's the weather in Paris?"
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print(f"User: {query1}")
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result1 = await agent.run(query1, session=session)
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print(f"Agent: {result1.text}")
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# The session ID is set after the first response
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existing_session_id = session.service_session_id
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print(f"Session ID: {existing_session_id}")
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if existing_session_id:
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print("\n--- Continuing with the same session ID in a new agent instance ---")
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# In a hosted multi-user app, do not echo this service session ID to clients
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# and accept it back unscoped. OpenAI scopes it to the API key/project, so
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# store it server-side and verify it belongs to the authenticated user or tenant.
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agent = Agent(
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client=OpenAIChatClient(),
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instructions="You are a helpful weather agent.",
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tools=get_weather,
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)
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# Create a session with the existing ID
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session = AgentSession(service_session_id=existing_session_id)
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query2 = "What was the last city I asked about?"
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print(f"User: {query2}")
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result2 = await agent.run(query2, session=session)
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print(f"Agent: {result2.text}")
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print("Note: The agent continues the conversation from the previous session by using session ID.\n")
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async def main() -> None:
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print("=== OpenAI Response Client Agent Session Management Examples ===\n")
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await example_with_automatic_session_creation()
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await example_with_session_persistence_in_memory()
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await example_with_existing_session_id()
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if __name__ == "__main__":
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asyncio.run(main())
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