introduce synchronous and asynchronous frame processors
Pipecat has a pipeline-based architecture. The pipeline consists of frame processors linked to each other. The elements travelling across the pipeline are called frames. To have a deterministic behavior the frames travelling through the pipeline should always be ordered, except system frames which are out-of-band frames. To achieve that, each frame processor should only output frames from a single task. There are synchronous and asynchronous frame processors. The synchronous processors push output frames from the same task that they receive input frames, and therefore only pushing frames from one task. Asynchrnous frame processors can have internal tasks to perform things asynchrnously (e.g. receiving data from a websocket) but they also have a single task where they push frames from.
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@@ -43,7 +43,7 @@ from pipecat.utils.time import nanoseconds_to_seconds
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class BaseOutputTransport(FrameProcessor):
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def __init__(self, params: TransportParams, **kwargs):
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super().__init__(**kwargs)
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super().__init__(sync=False, **kwargs)
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self._params = params
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@@ -70,10 +70,6 @@ class BaseOutputTransport(FrameProcessor):
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# generating frames upstream while, for example, the audio is playing.
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self._create_sink_tasks()
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# Create push frame task. This is the task that will push frames in
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# order. We also guarantee that all frames are pushed in the same task.
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self._create_push_task()
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async def start(self, frame: StartFrame):
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# Create camera output queue and task if needed.
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if self._params.camera_out_enabled:
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@@ -95,9 +91,8 @@ class BaseOutputTransport(FrameProcessor):
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self._audio_out_task.cancel()
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await self._audio_out_task
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# Wait for the push frame and sink tasks to finish. They will finish when
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# the EndFrame is actually processed.
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await self._push_frame_task
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# Wait for the sink task to finish. They will finish when the EndFrame
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# is actually processed.
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await self._sink_task
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async def cancel(self, frame: CancelFrame):
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@@ -107,9 +102,6 @@ class BaseOutputTransport(FrameProcessor):
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self._camera_out_task.cancel()
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await self._camera_out_task
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self._push_frame_task.cancel()
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await self._push_frame_task
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self._sink_task.cancel()
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await self._sink_task
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@@ -182,10 +174,6 @@ class BaseOutputTransport(FrameProcessor):
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await self._sink_clock_task
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# Create sink tasks.
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self._create_sink_tasks()
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# Stop push task.
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self._push_frame_task.cancel()
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await self._push_frame_task
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self._create_push_task()
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# Let's send a bot stopped speaking if we have to.
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if self._bot_speaking:
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await self._bot_stopped_speaking()
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@@ -227,7 +215,7 @@ class BaseOutputTransport(FrameProcessor):
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async def _sink_frame_handler(self, frame: Frame):
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if isinstance(frame, AudioRawFrame):
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await self.write_raw_audio_frames(frame.audio)
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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await self.push_frame(BotSpeakingFrame(), FrameDirection.UPSTREAM)
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elif isinstance(frame, ImageRawFrame):
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await self._set_camera_image(frame)
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@@ -237,12 +225,12 @@ class BaseOutputTransport(FrameProcessor):
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await self.send_message(frame)
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elif isinstance(frame, TTSStartedFrame):
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await self._bot_started_speaking()
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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elif isinstance(frame, TTSStoppedFrame):
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await self._bot_stopped_speaking()
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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else:
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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async def _sink_task_handler(self):
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running = True
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@@ -261,7 +249,7 @@ class BaseOutputTransport(FrameProcessor):
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# TODO(aleix): For now we just process TextFrame. But we should process
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# audio and video as well.
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if isinstance(frame, TextFrame):
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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async def _sink_clock_task_handler(self):
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running = True
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@@ -293,38 +281,12 @@ class BaseOutputTransport(FrameProcessor):
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async def _bot_started_speaking(self):
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logger.debug("Bot started speaking")
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self._bot_speaking = True
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await self._internal_push_frame(BotStartedSpeakingFrame(), FrameDirection.UPSTREAM)
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await self.push_frame(BotStartedSpeakingFrame(), FrameDirection.UPSTREAM)
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async def _bot_stopped_speaking(self):
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logger.debug("Bot stopped speaking")
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self._bot_speaking = False
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await self._internal_push_frame(BotStoppedSpeakingFrame(), FrameDirection.UPSTREAM)
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#
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# Push frames task
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#
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def _create_push_task(self):
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loop = self.get_event_loop()
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self._push_queue = asyncio.Queue()
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self._push_frame_task = loop.create_task(self._push_frame_task_handler())
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async def _internal_push_frame(
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self,
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frame: Frame | None,
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direction: FrameDirection | None = FrameDirection.DOWNSTREAM):
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await self._push_queue.put((frame, direction))
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async def _push_frame_task_handler(self):
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running = True
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while running:
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try:
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(frame, direction) = await self._push_queue.get()
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await self.push_frame(frame, direction)
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running = not isinstance(frame, EndFrame)
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self._push_queue.task_done()
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except asyncio.CancelledError:
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break
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await self.push_frame(BotStoppedSpeakingFrame(), FrameDirection.UPSTREAM)
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#
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# Camera out
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@@ -408,7 +370,7 @@ class BaseOutputTransport(FrameProcessor):
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try:
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frame = await self._audio_out_queue.get()
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await self.write_raw_audio_frames(frame.audio)
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await self._internal_push_frame(frame)
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await self.push_frame(frame)
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await self.push_frame(BotSpeakingFrame(), FrameDirection.UPSTREAM)
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except asyncio.CancelledError:
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break
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