openassistant/app/core/runner/llm_callback_handler.py

import logging


from openai import Stream
from openai.types.chat import ChatCompletionChunk, ChatCompletionMessage

from app.core.runner.pub_handler import StreamEventHandler
from app.core.runner.utils import message_util


class LLMCallbackHandler:
    """
    LLM chat callback handler, handling message sending and message merging
    """

    def __init__(
        self,
        run_id: str,
        on_step_create_func,
        on_message_create_func,
        event_handler: StreamEventHandler,
    ) -> None:
        super().__init__()
        self.run_id = run_id
        self.final_message_started = False
        self.on_step_create_func = on_step_create_func
        self.step = None
        self.on_message_create_func = on_message_create_func
        self.message = None
        self.event_handler: StreamEventHandler = event_handler

    def handle_llm_response(
        self,
        response_stream: Stream[ChatCompletionChunk],
    ) -> ChatCompletionMessage:
        """
        Handle LLM response stream
        :param response_stream: ChatCompletionChunk stream
        :return: ChatCompletionMessage
        """
        message = ChatCompletionMessage(
            content="", role="assistant", tool_calls=[], audio=None
        )
        message.reasoning_content = ""

        index = 0
        try:
            for chunk in response_stream:
                logging.debug(chunk)

                if not chunk.choices:
                    if chunk.usage:
                        self.event_handler.pub_message_usage(chunk)
                        continue
                    continue

                choice = chunk.choices[0]
                # logging.debug(choice)
                delta = None
                if hasattr(choice, "delta"):
                    delta = choice.delta
                    # logging.debug(delta)
                elif hasattr(choice, "message"):
                    delta = choice.message
                    # logging.debug(delta)
                if not delta:
                    if chunk.usage:
                        self.event_handler.pub_message_usage(chunk)
                        continue
                    continue
                logging.debug(
                    "delta.tool_callstool_callstool_callstool_callstool_callstool_callstool_callstool_callstool_callstool_calls"
                )

                logging.debug(delta.tool_calls)
                    # call on delta message received
                if not self.final_message_started:
                    self.final_message_started = True

                    self.message = self.on_message_create_func(content="")
                    self.step = self.on_step_create_func(self.message.id)
                    logging.debug(
                        "create message and step (%s), (%s)",
                        self.message,
                        self.step,
                    )

                    self.event_handler.pub_run_step_created(self.step)
                    self.event_handler.pub_run_step_in_progress(self.step)
                    self.event_handler.pub_message_created(self.message)
                    self.event_handler.pub_message_in_progress(self.message)

                # merge tool call delta
                if delta.tool_calls:
                    for tool_call_delta in delta.tool_calls:
                        message_util.merge_tool_call_delta(
                            message.tool_calls, tool_call_delta
                        )

                elif delta.content is not None:
                    # append message content delta
                    message.content += delta.content
                    self.event_handler.pub_message_delta(
                        self.message.id, index, delta.content, delta.role
                    )
                elif (
                    hasattr(delta, "reasoning_content")
                    and delta.reasoning_content is not None
                ):
                    '''
                    # call on delta message received
                    if not self.final_message_started:
                        self.final_message_started = True

                        self.message = self.on_message_create_func(content="")
                        self.step = self.on_step_create_func(self.message.id)
                        logging.debug(
                            "create message and step (%s), (%s)",
                            self.message,
                            self.step,
                        )

                        self.event_handler.pub_run_step_created(self.step)
                        self.event_handler.pub_run_step_in_progress(self.step)
                        self.event_handler.pub_message_created(self.message)
                        self.event_handler.pub_message_in_progress(self.message)
                    '''
                    # append message content delta
                    message.reasoning_content += delta.reasoning_content
                    self.event_handler.pub_message_delta(
                        self.message.id,
                        index,
                        delta.content,
                        delta.role,
                        delta.reasoning_content,
                    )
                elif hasattr(delta, "audio") and delta.audio is not None:
                    '''
                    if not self.final_message_started:
                        self.final_message_started = True

                        self.message = self.on_message_create_func(content="")
                        self.step = self.on_step_create_func(self.message.id)
                        logging.debug(
                            "create message and step (%s), (%s)",
                            self.message,
                            self.step,
                        )

                        self.event_handler.pub_run_step_created(self.step)
                        self.event_handler.pub_run_step_in_progress(self.step)
                        self.event_handler.pub_message_created(self.message)
                        self.event_handler.pub_message_in_progress(self.message)
                    '''
                    """
                                    if 'transcript' in chunk.choices[0].delta.audio:
                                        print(chunk.choices[0].delta.audio['transcript'])
                                        text_chunk = chunk.choices[0].delta.audio['transcript']
                                        yield "text", text_chunk
                                    if 'data' in chunk.choices[0].delta.audio:
                                        audio_chunk = chunk.choices[0].delta.audio['data']
                                        yield "audio", base64.b64decode(audio_chunk)
                    """
                    # append message content delta
                    # message.audio += delta.audio
                    self.event_handler.pub_message_delta(
                        self.message.id,
                        index,
                        delta.content,
                        delta.role,
                        None,
                        delta.audio,
                    )
                if chunk.usage:
                    self.event_handler.pub_message_usage(chunk)
                    continue
        except Exception as e:
            logging.error("handle_llm_response error: %s", e)
            raise e
        print(
            "handle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_responsehandle_llm_response"
        )
        print(message)
        return message