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Python: added ChatClientBase with function calling (#147)
* added ChatClientBase with function calling * streaming update * fixed typing * test setup * small update * src setup * removed src, updated test naming * fixed test command * alolow args * updated test run * added unit test folder to azure * added init and unit test to azure * added other cross tests * restructured * reset test run * fix name * removed always * updated test * extend pytest.xml locations * run surface always * added decorators for FC and marked tests * fixed mypy settings and added tests * fix override import * removed import
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# Copyright (c) Microsoft. All rights reserved.
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from abc import abstractmethod
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from collections.abc import AsyncIterable, Sequence
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from typing import Any, Protocol, runtime_checkable
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from ._pydantic import AFBaseModel
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from ._types import ChatMessage, ChatResponse, ChatResponseUpdate
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# region AgentThread
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class AgentThread(AFBaseModel):
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"""Base class for agent threads."""
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id: str | None = None
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async def create(self) -> str | None:
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"""Starts the thread and returns the thread ID."""
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# If the thread ID is already set, we're done, just return the Id.
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if self.id is not None:
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return self.id
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# Otherwise, create the thread.
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self.id = await self._create()
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return self.id
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async def delete(self) -> None:
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"""Ends the current thread."""
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await self._delete()
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self.id = None
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async def on_new_message(
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self,
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new_messages: ChatMessage | Sequence[ChatMessage],
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) -> None:
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"""Invoked when a new message has been contributed to the chat by any participant."""
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# If the thread is not created yet, create it.
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if self.id is None:
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await self.create()
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await self._on_new_message(new_messages=new_messages)
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@abstractmethod
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async def _create(self) -> str:
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"""Starts the thread and returns the thread ID."""
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...
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@abstractmethod
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async def _delete(self) -> None:
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"""Ends the current thread."""
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...
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@abstractmethod
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async def _on_new_message(
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self,
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new_messages: ChatMessage | Sequence[ChatMessage],
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) -> None:
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"""Invoked when a new message has been contributed to the chat by any participant."""
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...
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# region Agent Protocol
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@runtime_checkable
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class Agent(Protocol):
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"""A protocol for an agent that can be invoked."""
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@property
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def id(self) -> str:
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"""Returns the ID of the agent."""
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...
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@property
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def name(self) -> str | None:
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"""Returns the name of the agent."""
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...
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@property
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def description(self) -> str | None:
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"""Returns the description of the agent."""
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...
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@property
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def instructions(self) -> str | None:
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"""Returns the instructions for the agent."""
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...
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async def run(
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self,
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messages: str | ChatMessage | list[ChatMessage] | None = None,
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*,
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thread: AgentThread | None = None,
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**kwargs: Any,
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) -> ChatResponse:
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"""Get a response from the agent.
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This method returns the final result of the agent's execution
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as a single ChatResponse object. The caller is blocked until
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the final result is available.
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Note: For streaming responses, use the run_stream method, which returns
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intermediate steps and the final result as a stream of ChatResponseUpdate
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objects. Streaming only the final result is not feasible because the timing of
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the final result's availability is unknown, and blocking the caller until then
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is undesirable in streaming scenarios.
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Args:
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messages: The message(s) to send to the agent.
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thread: The conversation thread associated with the message(s).
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kwargs: Additional keyword arguments.
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Returns:
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An agent response item.
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"""
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...
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def run_stream(
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self,
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messages: str | ChatMessage | list[ChatMessage] | None = None,
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*,
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thread: AgentThread | None = None,
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**kwargs: Any,
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) -> AsyncIterable[ChatResponseUpdate]:
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"""Run the agent as a stream.
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This method will return the intermediate steps and final results of the
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agent's execution as a stream of ChatResponseUpdate objects to the caller.
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To get the intermediate steps of the agent's execution as fully formed messages,
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use the on_intermediate_message callback.
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Note: A ChatResponseUpdate object contains a chunk of a message.
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Args:
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messages: The message(s) to send to the agent.
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thread: The conversation thread associated with the message(s).
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kwargs: Additional keyword arguments.
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Yields:
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An agent response item.
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"""
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...
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def get_new_thread(self) -> AgentThread:
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"""Creates a new conversation thread for the agent."""
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...
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