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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 collections.abc import AsyncIterable, Awaitable
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from typing import Any, Literal, overload
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from agent_framework import (
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AgentResponse,
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AgentResponseUpdate,
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AgentSession,
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BaseAgent,
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Content,
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InMemoryHistoryProvider,
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Message,
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normalize_messages,
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)
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"""
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Custom Agent Implementation Example
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This sample demonstrates implementing a custom agent by extending BaseAgent class,
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showing the minimal requirements for both streaming and non-streaming responses.
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"""
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class EchoAgent(BaseAgent):
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"""A simple custom agent that echoes user messages with a prefix.
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This demonstrates how to create a fully custom agent by extending BaseAgent
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and implementing the required run() method with stream support.
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"""
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echo_prefix: str = "Echo: "
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def __init__(
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self,
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*,
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name: str | None = None,
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description: str | None = None,
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echo_prefix: str = "Echo: ",
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**kwargs: Any,
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) -> None:
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"""Initialize the EchoAgent.
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Args:
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name: The name of the agent.
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description: The description of the agent.
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echo_prefix: The prefix to add to echoed messages.
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**kwargs: Additional keyword arguments passed to BaseAgent.
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"""
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super().__init__(
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name=name,
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description=description,
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**kwargs,
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)
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self.echo_prefix = echo_prefix
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@overload
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def run(
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self,
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messages: str | Message | list[str] | list[Message] | None = None,
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*,
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stream: Literal[False] = False,
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session: AgentSession | None = None,
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**kwargs: Any,
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) -> asyncio.Future[AgentResponse]: ...
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@overload
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def run(
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self,
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messages: str | Message | list[str] | list[Message] | None = None,
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*,
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stream: Literal[True],
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session: AgentSession | None = None,
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**kwargs: Any,
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) -> AsyncIterable[AgentResponseUpdate]: ...
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def run(
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self,
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messages: str | Message | list[str] | list[Message] | None = None,
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*,
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stream: bool = False,
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session: AgentSession | None = None,
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**kwargs: Any,
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) -> "AsyncIterable[AgentResponseUpdate] | Awaitable[AgentResponse]":
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"""Execute the agent and return a response.
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Args:
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messages: The message(s) to process.
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stream: If True, return an async iterable of updates. If False, return an awaitable response.
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session: The conversation session (optional).
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**kwargs: Additional keyword arguments.
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Returns:
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When stream=False: An awaitable AgentResponse containing the agent's reply.
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When stream=True: An async iterable of AgentResponseUpdate objects.
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"""
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if stream:
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return self._run_stream(messages=messages, session=session, **kwargs)
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return self._run(messages=messages, session=session, **kwargs)
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async def _run(
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self,
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messages: str | Message | list[str] | list[Message] | None = None,
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*,
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session: AgentSession | None = None,
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**kwargs: Any,
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) -> AgentResponse:
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"""Non-streaming implementation."""
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# Normalize input messages to a list
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normalized_messages = normalize_messages(messages)
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if not normalized_messages:
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response_message = Message(
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role="assistant",
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contents=[
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Content.from_text(text="Hello! I'm a custom echo agent. Send me a message and I'll echo it back.")
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],
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)
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else:
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# For simplicity, echo the last user message
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last_message = normalized_messages[-1]
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if last_message.text:
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echo_text = f"{self.echo_prefix}{last_message.text}"
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else:
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echo_text = f"{self.echo_prefix}[Non-text message received]"
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response_message = Message(role="assistant", contents=[Content.from_text(text=echo_text)])
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# Store messages in session state if provided
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if session is not None:
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stored = session.state.setdefault(InMemoryHistoryProvider.DEFAULT_SOURCE_ID, {}).setdefault("messages", [])
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stored.extend(normalized_messages)
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stored.append(response_message)
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return AgentResponse(messages=[response_message])
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async def _run_stream(
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self,
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messages: str | Message | list[str] | list[Message] | None = None,
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*,
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session: AgentSession | None = None,
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**kwargs: Any,
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) -> AsyncIterable[AgentResponseUpdate]:
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"""Streaming implementation."""
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# Normalize input messages to a list
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normalized_messages = normalize_messages(messages)
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if not normalized_messages:
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response_text = "Hello! I'm a custom echo agent. Send me a message and I'll echo it back."
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else:
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# For simplicity, echo the last user message
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last_message = normalized_messages[-1]
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if last_message.text:
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response_text = f"{self.echo_prefix}{last_message.text}"
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else:
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response_text = f"{self.echo_prefix}[Non-text message received]"
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# Simulate streaming by yielding the response word by word
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words = response_text.split()
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for i, word in enumerate(words):
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# Add space before word except for the first one
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chunk_text = f" {word}" if i > 0 else word
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yield AgentResponseUpdate(
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contents=[Content.from_text(text=chunk_text)],
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role="assistant",
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)
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# Small delay to simulate streaming
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await asyncio.sleep(0.1)
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# Store messages in session state if provided
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if session is not None:
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complete_response = Message(role="assistant", contents=[Content.from_text(text=response_text)])
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stored = session.state.setdefault(InMemoryHistoryProvider.DEFAULT_SOURCE_ID, {}).setdefault("messages", [])
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stored.extend(normalized_messages)
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stored.append(complete_response)
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async def main() -> None:
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"""Demonstrates how to use the custom EchoAgent."""
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print("=== Custom Agent Example ===\n")
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# Create EchoAgent
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print("--- EchoAgent Example ---")
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echo_agent = EchoAgent(
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name="EchoBot", description="A simple agent that echoes messages with a prefix", echo_prefix="🔊 Echo: "
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)
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# Test non-streaming
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print(f"Agent Name: {echo_agent.name}")
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print(f"Agent ID: {echo_agent.id}")
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query = "Hello, custom agent!"
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print(f"\nUser: {query}")
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result = await echo_agent.run(query)
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print(f"Agent: {result.messages[0].text}")
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# Test streaming
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query2 = "This is a streaming test"
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print(f"\nUser: {query2}")
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print("Agent: ", end="", flush=True)
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stream = echo_agent.run(query2, stream=True)
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assert isinstance(stream, AsyncIterable)
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async for chunk in stream:
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if chunk.text:
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print(chunk.text, end="", flush=True)
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print()
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# Example with sessions
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print("\n--- Using Custom Agent with Session ---")
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session = echo_agent.create_session()
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# First message
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result1 = await echo_agent.run("First message", session=session)
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print("User: First message")
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print(f"Agent: {result1.messages[0].text}")
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# Second message in same thread
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result2 = await echo_agent.run("Second message", session=session)
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print("User: Second message")
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print(f"Agent: {result2.messages[0].text}")
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# Check conversation history
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memory_state = session.state.get(InMemoryHistoryProvider.DEFAULT_SOURCE_ID, {})
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messages = memory_state.get("messages", [])
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if messages:
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print(f"\nSession contains {len(messages)} messages in history")
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else:
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print("\nSession has no messages stored")
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if __name__ == "__main__":
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asyncio.run(main())
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