chore: import upstream snapshot with attribution
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# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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import random
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import sys
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from collections.abc import AsyncIterable, Awaitable, Mapping, Sequence
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from typing import Any, ClassVar, TypeAlias, TypedDict
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from agent_framework import (
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Agent,
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BaseChatClient,
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ChatMiddlewareLayer,
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ChatResponse,
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ChatResponseUpdate,
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Content,
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FunctionInvocationLayer,
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InMemoryHistoryProvider,
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Message,
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ResponseStream,
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)
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from agent_framework.observability import ChatTelemetryLayer
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if sys.version_info >= (3, 12):
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from typing import override # type: ignore # pragma: no cover
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else:
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from typing_extensions import override # type: ignore[import] # pragma: no cover
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"""
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Custom Chat Client Implementation Example
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This sample demonstrates implementing a custom chat client and optionally composing
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middleware, telemetry, and function invocation layers explicitly. The recommended
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layer order is `FunctionInvocationLayer -> ChatMiddlewareLayer -> ChatTelemetryLayer`
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so chat middleware runs within each tool-loop iteration while telemetry records
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per-call spans without middleware latency.
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"""
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class EchoingChatClientOptions(TypedDict, total=False):
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"""Custom options for EchoingChatClient."""
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uppercase: bool
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suffix: str
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stream_delay_seconds: float
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OptionsT: TypeAlias = EchoingChatClientOptions
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class EchoingChatClient(BaseChatClient[OptionsT]):
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"""A custom chat client that echoes messages back with modifications.
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This demonstrates how to implement a custom chat client by extending BaseChatClient
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and implementing the required _inner_get_response() method.
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"""
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OTEL_PROVIDER_NAME: ClassVar[str] = "EchoingChatClient"
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def __init__(self, *, prefix: str = "Echo:", **kwargs: Any) -> None:
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"""Initialize the EchoingChatClient.
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Args:
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prefix: Prefix to add to echoed messages.
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**kwargs: Additional keyword arguments passed to BaseChatClient.
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"""
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super().__init__(**kwargs)
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self.prefix = prefix
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@override
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def _inner_get_response(
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self,
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*,
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messages: Sequence[Message],
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stream: bool = False,
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options: Mapping[str, Any],
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**kwargs: Any,
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) -> Awaitable[ChatResponse] | ResponseStream[ChatResponseUpdate, ChatResponse]:
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"""Echo back the user's message with a prefix."""
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if not messages:
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response_text = "No messages to echo!"
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else:
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# Echo the last user message
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last_user_message = None
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for message in reversed(messages):
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if message.role == "user":
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last_user_message = message
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break
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if last_user_message and last_user_message.text:
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response_text = f"{self.prefix} {last_user_message.text}"
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else:
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response_text = f"{self.prefix} [No text message found]"
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if options.get("uppercase"):
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response_text = response_text.upper()
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if suffix := options.get("suffix"):
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response_text = f"{response_text} {suffix}"
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stream_delay_seconds = float(options.get("stream_delay_seconds", 0.05))
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response_message = Message(role="assistant", contents=[response_text])
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response = ChatResponse(
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messages=[response_message],
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model="echo-model-v1",
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response_id=f"echo-resp-{random.randint(1000, 9999)}",
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)
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if not stream:
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async def _get_response() -> ChatResponse:
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return response
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return _get_response()
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async def _stream() -> AsyncIterable[ChatResponseUpdate]:
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response_text_local = response_message.text or ""
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for char in response_text_local:
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yield ChatResponseUpdate(
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contents=[Content.from_text(char)],
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role="assistant",
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response_id=f"echo-stream-resp-{random.randint(1000, 9999)}",
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model="echo-model-v1",
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)
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await asyncio.sleep(stream_delay_seconds)
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return ResponseStream(_stream(), finalizer=lambda updates: response)
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class EchoingChatClientWithLayers( # type: ignore[misc]
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FunctionInvocationLayer[OptionsT],
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ChatMiddlewareLayer[OptionsT],
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ChatTelemetryLayer[OptionsT],
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EchoingChatClient,
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):
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"""Echoing chat client that explicitly composes middleware, telemetry, and function layers."""
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OTEL_PROVIDER_NAME: ClassVar[str] = "EchoingChatClientWithLayers"
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async def main() -> None:
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"""Demonstrates how to implement and use a custom chat client with Agent."""
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print("=== Custom Chat Client Example ===\n")
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# Create the custom chat client
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print("--- EchoingChatClient Example ---")
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echo_client = EchoingChatClientWithLayers(prefix="🔊 Echo:")
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# Use the chat client directly
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print("Using chat client directly:")
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direct_response = await echo_client.get_response(
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[Message(role="user", contents=["Hello, custom chat client!"])],
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options={
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"uppercase": True,
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"suffix": "(CUSTOM OPTIONS)",
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"stream_delay_seconds": 0.02,
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},
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)
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print(f"Direct response: {direct_response.messages[0].text}")
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# Create an agent using the custom chat client
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echo_agent = Agent(
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client=echo_client,
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name="EchoAgent",
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instructions="You are a helpful assistant that echoes back what users say.",
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)
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print(f"\nAgent Name: {echo_agent.name}")
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# Test non-streaming with agent
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query = "This is a test message"
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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 with agent
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query2 = "Stream this message back to me"
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print(f"\nUser: {query2}")
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print("Agent: ", end="", flush=True)
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async for chunk in echo_agent.run(query2, stream=True):
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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: Using with sessions and conversation history
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print("\n--- Using Custom Chat Client with Session ---")
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session = echo_agent.create_session()
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# Multiple messages in conversation
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messages = [
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"Hello, I'm starting a conversation",
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"How are you doing?",
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"Thanks for chatting!",
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]
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for msg in messages:
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result = await echo_agent.run(msg, session=session)
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print(f"User: {msg}")
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print(f"Agent: {result.messages[0].text}\n")
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# Check conversation history
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memory_state = session.state.get(InMemoryHistoryProvider.DEFAULT_SOURCE_ID, {})
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session_messages = memory_state.get("messages", [])
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if session_messages:
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print(f"Session contains {len(session_messages)} messages")
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else:
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print("Session has no messages stored")
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if __name__ == "__main__":
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asyncio.run(main())
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