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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 agent_framework import Agent, tool
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from agent_framework.foundry import FoundryChatClient
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from agent_framework.mem0 import Mem0ContextProvider
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from azure.identity.aio import AzureCliCredential
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from dotenv import load_dotenv
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# Load environment variables from .env file
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load_dotenv()
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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_user_preferences(user_id: str) -> str:
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"""Mock function to get user preferences."""
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preferences = {
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"user123": "Prefers concise responses and technical details",
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"user456": "Likes detailed explanations with examples",
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}
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return preferences.get(user_id, "No specific preferences found")
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async def example_user_scoped_memory() -> None:
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"""Example 1: User-scoped memory (memories shared across all sessions for the same user)."""
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print("1. User-Scoped Memory Example:")
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print("-" * 40)
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user_id = "user123"
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async with (
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AzureCliCredential() as credential,
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Agent(
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client=FoundryChatClient(credential=credential),
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name="UserMemoryAssistant",
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instructions="You are an assistant that remembers user preferences across conversations.",
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tools=get_user_preferences,
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context_providers=[
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Mem0ContextProvider(
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source_id="mem0",
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user_id=user_id,
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)
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],
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) as user_agent,
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):
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# Store some preferences
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query = "Remember that I prefer technical responses with code examples when discussing programming."
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print(f"User: {query}")
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result = await user_agent.run(query)
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print(f"Agent: {result}\n")
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# Create a new session - memories should still be accessible via user_id scoping
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new_session = user_agent.create_session()
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query = "What do you know about my preferences?"
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print(f"User (new session): {query}")
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result = await user_agent.run(query, session=new_session)
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print(f"Agent: {result}\n")
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async def example_agent_scoped_memory() -> None:
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"""Example 2: Agent-scoped memory (memories isolated per agent_id).
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Note: Use different agent_id values to isolate memories between different
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agent personas, even when the user_id is the same.
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"""
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print("2. Agent-Scoped Memory Example:")
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print("-" * 40)
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async with (
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AzureCliCredential() as credential,
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Agent(
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client=FoundryChatClient(credential=credential),
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name="ScopedMemoryAssistant",
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instructions="You are an assistant with agent-scoped memory.",
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tools=get_user_preferences,
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context_providers=[
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Mem0ContextProvider(
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source_id="mem0",
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agent_id="scoped_assistant",
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)
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],
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) as scoped_agent,
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):
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query = (
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"Remember that I'm working on a Python project about data analysis "
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"and I prefer using pandas and matplotlib."
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)
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print(f"User: {query}")
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result = await scoped_agent.run(query)
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print(f"Agent: {result}\n")
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new_session = scoped_agent.create_session()
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query = "What do you know about my current project and preferences?"
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print(f"User (new session): {query}")
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result = await scoped_agent.run(query, session=new_session)
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print(f"Agent: {result}\n")
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async def example_multiple_agents() -> None:
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"""Example 3: Multiple agents with different memory configurations."""
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print("3. Multiple Agents with Different Memory Configurations:")
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print("-" * 40)
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agent_id_1 = "agent_personal"
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agent_id_2 = "agent_work"
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async with (
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AzureCliCredential() as credential,
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Agent(
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client=FoundryChatClient(credential=credential),
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name="PersonalAssistant",
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instructions="You are a personal assistant that helps with personal tasks.",
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context_providers=[
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Mem0ContextProvider(
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source_id="mem0",
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agent_id=agent_id_1,
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)
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],
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) as personal_agent,
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Agent(
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client=FoundryChatClient(credential=credential),
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name="WorkAssistant",
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instructions="You are a work assistant that helps with professional tasks.",
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context_providers=[
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Mem0ContextProvider(
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source_id="mem0",
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agent_id=agent_id_2,
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)
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],
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) as work_agent,
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):
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# Store personal information
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query = "Remember that I like to exercise at 6 AM and prefer outdoor activities."
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print(f"User to Personal Agent: {query}")
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result = await personal_agent.run(query)
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print(f"Personal Agent: {result}\n")
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# Store work information
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query = "Remember that I have team meetings every Tuesday at 2 PM."
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print(f"User to Work Agent: {query}")
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result = await work_agent.run(query)
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print(f"Work Agent: {result}\n")
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# Test memory isolation
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query = "What do you know about my schedule?"
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print(f"User to Personal Agent: {query}")
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result = await personal_agent.run(query)
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print(f"Personal Agent: {result}\n")
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print(f"User to Work Agent: {query}")
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result = await work_agent.run(query)
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print(f"Work Agent: {result}\n")
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async def main() -> None:
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"""Run all Mem0 memory management examples."""
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print("=== Mem0 Memory Management Example ===\n")
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await example_user_scoped_memory()
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await example_agent_scoped_memory()
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await example_multiple_agents()
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if __name__ == "__main__":
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asyncio.run(main())
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