UserResponseAggregator: implement on top of LLMUserResponseAggregator

This commit is contained in:
Aleix Conchillo Flaqué
2025-02-12 13:53:47 -08:00
parent 50288eeaaa
commit 91a628d1ba

View File

@@ -4,131 +4,15 @@
# SPDX-License-Identifier: BSD 2-Clause License
#
from typing import Optional
from pipecat.frames.frames import (
Frame,
InterimTranscriptionFrame,
StartInterruptionFrame,
TextFrame,
TranscriptionFrame,
UserStartedSpeakingFrame,
UserStoppedSpeakingFrame,
)
from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
from pipecat.frames.frames import TextFrame
from pipecat.processors.aggregators.llm_response import LLMUserResponseAggregator
class ResponseAggregator(FrameProcessor):
"""This frame processor aggregates frames between a start and an end frame
into complete text frame sentences.
class UserResponseAggregator(LLMUserResponseAggregator):
def __init__(self, **kwargs):
super().__init__(**kwargs)
For example, frame input/output:
UserStartedSpeakingFrame() -> None
TranscriptionFrame("Hello,") -> None
TranscriptionFrame(" world.") -> None
UserStoppedSpeakingFrame() -> TextFrame("Hello world.")
Doctest: FIXME to work with asyncio
>>> async def print_frames(aggregator, frame):
... async for frame in aggregator.process_frame(frame):
... if isinstance(frame, TextFrame):
... print(frame.text)
>>> aggregator = ResponseAggregator(start_frame = UserStartedSpeakingFrame,
... end_frame=UserStoppedSpeakingFrame,
... accumulator_frame=TranscriptionFrame,
... pass_through=False)
>>> asyncio.run(print_frames(aggregator, UserStartedSpeakingFrame()))
>>> asyncio.run(print_frames(aggregator, TranscriptionFrame("Hello,", 1, 1)))
>>> asyncio.run(print_frames(aggregator, TranscriptionFrame("world.", 1, 2)))
>>> asyncio.run(print_frames(aggregator, UserStoppedSpeakingFrame()))
Hello, world.
"""
def __init__(
self,
*,
start_frame,
end_frame,
accumulator_frame: TextFrame,
interim_accumulator_frame: Optional[TextFrame] = None,
):
super().__init__()
self._start_frame = start_frame
self._end_frame = end_frame
self._accumulator_frame = accumulator_frame
self._interim_accumulator_frame = interim_accumulator_frame
# Reset our accumulator state.
self._reset()
#
# Frame processor
#
# Use cases implemented:
#
# S: Start, E: End, T: Transcription, I: Interim, X: Text
#
# S E -> None
# S T E -> X
# S I T E -> X
# S I E T -> X
# S I E I T -> X
# S E T -> X
# S E I T -> X
#
# The following case would not be supported:
#
# S I E T1 I T2 -> X
#
# and T2 would be dropped.
async def process_frame(self, frame: Frame, direction: FrameDirection):
await super().process_frame(frame, direction)
send_aggregation = False
if isinstance(frame, self._start_frame):
self._aggregating = True
self._seen_start_frame = True
self._seen_end_frame = False
self._seen_interim_results = False
await self.push_frame(frame, direction)
elif isinstance(frame, self._end_frame):
self._seen_end_frame = True
self._seen_start_frame = False
# We might have received the end frame but we might still be
# aggregating (i.e. we have seen interim results but not the final
# text).
self._aggregating = self._seen_interim_results or len(self._aggregation) == 0
# Send the aggregation if we are not aggregating anymore (i.e. no
# more interim results received).
send_aggregation = not self._aggregating
await self.push_frame(frame, direction)
elif isinstance(frame, self._accumulator_frame):
if self._aggregating:
self._aggregation += f" {frame.text}"
# We have recevied a complete sentence, so if we have seen the
# end frame and we were still aggregating, it means we should
# send the aggregation.
send_aggregation = self._seen_end_frame
# We just got our final result, so let's reset interim results.
self._seen_interim_results = False
elif self._interim_accumulator_frame and isinstance(frame, self._interim_accumulator_frame):
self._seen_interim_results = True
else:
await self.push_frame(frame, direction)
if send_aggregation:
await self._push_aggregation()
async def _push_aggregation(self):
async def push_aggregation(self):
if len(self._aggregation) > 0:
frame = TextFrame(self._aggregation.strip())
@@ -139,21 +23,4 @@ class ResponseAggregator(FrameProcessor):
await self.push_frame(frame)
# Reset our accumulator state.
self._reset()
def _reset(self):
self._aggregation = ""
self._aggregating = False
self._seen_start_frame = False
self._seen_end_frame = False
self._seen_interim_results = False
class UserResponseAggregator(ResponseAggregator):
def __init__(self):
super().__init__(
start_frame=UserStartedSpeakingFrame,
end_frame=UserStoppedSpeakingFrame,
accumulator_frame=TranscriptionFrame,
interim_accumulator_frame=InterimTranscriptionFrame,
)
self.reset()