mirror of
https://github.com/Monadical-SAS/reflector.git
synced 2025-12-21 20:59:05 +00:00
server: refactor with diarization, logic works
This commit is contained in:
@@ -11,8 +11,12 @@ It is decoupled to:
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It is directly linked to our data model.
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"""
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import asyncio
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from contextlib import asynccontextmanager
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from pathlib import Path
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from celery import shared_task
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from pydantic import BaseModel
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from reflector.db.transcripts import (
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Transcript,
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TranscriptFinalLongSummary,
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@@ -25,6 +29,7 @@ from reflector.db.transcripts import (
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from reflector.pipelines.runner import PipelineRunner
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from reflector.processors import (
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AudioChunkerProcessor,
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AudioDiarizationProcessor,
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AudioFileWriterProcessor,
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AudioMergeProcessor,
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AudioTranscriptAutoProcessor,
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@@ -37,11 +42,13 @@ from reflector.processors import (
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TranscriptTopicDetectorProcessor,
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TranscriptTranslatorProcessor,
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)
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from reflector.tasks.worker import celery
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from reflector.processors.types import AudioDiarizationInput
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from reflector.processors.types import TitleSummary as TitleSummaryProcessorType
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from reflector.processors.types import Transcript as TranscriptProcessorType
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from reflector.ws_manager import WebsocketManager, get_ws_manager
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def broadcast_to_socket(func):
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def broadcast_to_sockets(func):
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"""
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Decorator to broadcast transcript event to websockets
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concerning this transcript
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@@ -59,6 +66,10 @@ def broadcast_to_socket(func):
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return wrapper
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class StrValue(BaseModel):
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value: str
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class PipelineMainBase(PipelineRunner):
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transcript_id: str
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ws_room_id: str | None = None
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@@ -66,6 +77,7 @@ class PipelineMainBase(PipelineRunner):
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def prepare(self):
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# prepare websocket
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self._lock = asyncio.Lock()
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self.ws_room_id = f"ts:{self.transcript_id}"
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self.ws_manager = get_ws_manager()
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@@ -78,15 +90,59 @@ class PipelineMainBase(PipelineRunner):
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raise Exception("Transcript not found")
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return result
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@asynccontextmanager
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async def transaction(self):
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async with self._lock:
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async with transcripts_controller.transaction():
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yield
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class PipelineMainLive(PipelineMainBase):
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audio_filename: Path | None = None
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source_language: str = "en"
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target_language: str = "en"
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@broadcast_to_sockets
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async def on_status(self, status):
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# if it's the first part, update the status of the transcript
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# but do not set the ended status yet.
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if isinstance(self, PipelineMainLive):
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status_mapping = {
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"started": "recording",
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"push": "recording",
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"flush": "processing",
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"error": "error",
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}
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elif isinstance(self, PipelineMainDiarization):
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status_mapping = {
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"push": "processing",
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"flush": "processing",
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"error": "error",
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"ended": "ended",
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}
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else:
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raise Exception(f"Runner {self.__class__} is missing status mapping")
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@broadcast_to_socket
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# mutate to model status
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status = status_mapping.get(status)
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if not status:
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return
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# when the status of the pipeline changes, update the transcript
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async with self.transaction():
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transcript = await self.get_transcript()
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if status == transcript.status:
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return
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resp = await transcripts_controller.append_event(
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transcript=transcript,
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event="STATUS",
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data=StrValue(value=status),
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)
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await transcripts_controller.update(
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transcript,
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{
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"status": status,
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},
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)
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return resp
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@broadcast_to_sockets
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async def on_transcript(self, data):
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async with transcripts_controller.transaction():
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async with self.transaction():
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transcript = await self.get_transcript()
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return await transcripts_controller.append_event(
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transcript=transcript,
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@@ -94,7 +150,7 @@ class PipelineMainLive(PipelineMainBase):
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data=TranscriptText(text=data.text, translation=data.translation),
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)
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@broadcast_to_socket
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@broadcast_to_sockets
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async def on_topic(self, data):
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topic = TranscriptTopic(
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title=data.title,
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@@ -103,14 +159,75 @@ class PipelineMainLive(PipelineMainBase):
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text=data.transcript.text,
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words=data.transcript.words,
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)
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async with transcripts_controller.transaction():
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async with self.transaction():
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transcript = await self.get_transcript()
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await transcripts_controller.upsert_topic(transcript, topic)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="TOPIC",
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data=topic,
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)
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@broadcast_to_sockets
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async def on_title(self, data):
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final_title = TranscriptFinalTitle(title=data.title)
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async with self.transaction():
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transcript = await self.get_transcript()
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if not transcript.title:
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transcripts_controller.update(
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transcript,
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{
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"title": final_title.title,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_TITLE",
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data=final_title,
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)
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@broadcast_to_sockets
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async def on_long_summary(self, data):
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final_long_summary = TranscriptFinalLongSummary(long_summary=data.long_summary)
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async with self.transaction():
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transcript = await self.get_transcript()
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await transcripts_controller.update(
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transcript,
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{
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"long_summary": final_long_summary.long_summary,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_LONG_SUMMARY",
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data=final_long_summary,
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)
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@broadcast_to_sockets
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async def on_short_summary(self, data):
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final_short_summary = TranscriptFinalShortSummary(
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short_summary=data.short_summary
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)
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async with self.transaction():
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transcript = await self.get_transcript()
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await transcripts_controller.update(
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transcript,
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{
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"short_summary": final_short_summary.short_summary,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_SHORT_SUMMARY",
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data=final_short_summary,
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)
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class PipelineMainLive(PipelineMainBase):
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audio_filename: Path | None = None
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source_language: str = "en"
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target_language: str = "en"
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async def create(self) -> Pipeline:
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# create a context for the whole rtc transaction
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# add a customised logger to the context
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@@ -125,96 +242,49 @@ class PipelineMainLive(PipelineMainBase):
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TranscriptLinerProcessor(),
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TranscriptTranslatorProcessor.as_threaded(callback=self.on_transcript),
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TranscriptTopicDetectorProcessor.as_threaded(callback=self.on_topic),
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BroadcastProcessor(
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processors=[
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TranscriptFinalTitleProcessor.as_threaded(callback=self.on_title),
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TranscriptFinalLongSummaryProcessor.as_threaded(
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callback=self.on_long_summary
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),
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TranscriptFinalShortSummaryProcessor.as_threaded(
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callback=self.on_short_summary
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),
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]
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),
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]
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pipeline = Pipeline(*processors)
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pipeline.options = self
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pipeline.set_pref("audio:source_language", transcript.source_language)
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pipeline.set_pref("audio:target_language", transcript.target_language)
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# when the pipeline ends, connect to the post pipeline
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async def on_ended():
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task_pipeline_main_post.delay(transcript_id=self.transcript_id)
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pipeline.on_ended = self
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return pipeline
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async def on_ended(self):
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# when the pipeline ends, connect to the post pipeline
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task_pipeline_main_post.delay(transcript_id=self.transcript_id)
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class PipelineMainPost(PipelineMainBase):
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class PipelineMainDiarization(PipelineMainBase):
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"""
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Implement the rest of the main pipeline, triggered after PipelineMainLive ended.
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Diarization is a long time process, so we do it in a separate pipeline
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When done, adjust the short and final summary
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"""
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@broadcast_to_socket
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async def on_final_title(self, data):
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final_title = TranscriptFinalTitle(title=data.title)
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async with transcripts_controller.transaction():
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transcript = await self.get_transcript()
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if not transcript.title:
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transcripts_controller.update(
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self.transcript,
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{
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"title": final_title.title,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_TITLE",
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data=final_title,
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)
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@broadcast_to_socket
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async def on_final_long_summary(self, data):
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final_long_summary = TranscriptFinalLongSummary(long_summary=data.long_summary)
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async with transcripts_controller.transaction():
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transcript = await self.get_transcript()
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await transcripts_controller.update(
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transcript,
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{
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"long_summary": final_long_summary.long_summary,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_LONG_SUMMARY",
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data=final_long_summary,
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)
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@broadcast_to_socket
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async def on_final_short_summary(self, data):
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final_short_summary = TranscriptFinalShortSummary(
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short_summary=data.short_summary
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)
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async with transcripts_controller.transaction():
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transcript = await self.get_transcript()
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await transcripts_controller.update(
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transcript,
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{
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"short_summary": final_short_summary.short_summary,
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},
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)
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return await transcripts_controller.append_event(
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transcript=transcript,
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event="FINAL_SHORT_SUMMARY",
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data=final_short_summary,
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)
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async def create(self) -> Pipeline:
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# create a context for the whole rtc transaction
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# add a customised logger to the context
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self.prepare()
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processors = [
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# add diarization
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AudioDiarizationProcessor(),
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BroadcastProcessor(
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processors=[
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TranscriptFinalTitleProcessor.as_threaded(
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callback=self.on_final_title
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),
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TranscriptFinalLongSummaryProcessor.as_threaded(
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callback=self.on_final_long_summary
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callback=self.on_long_summary
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),
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TranscriptFinalShortSummaryProcessor.as_threaded(
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callback=self.on_final_short_summary
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callback=self.on_short_summary
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),
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]
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),
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@@ -222,9 +292,35 @@ class PipelineMainPost(PipelineMainBase):
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pipeline = Pipeline(*processors)
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pipeline.options = self
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# now let's start the pipeline by pushing information to the
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# first processor diarization processor
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# XXX translation is lost when converting our data model to the processor model
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transcript = await self.get_transcript()
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topics = [
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TitleSummaryProcessorType(
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title=topic.title,
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summary=topic.summary,
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timestamp=topic.timestamp,
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duration=topic.duration,
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transcript=TranscriptProcessorType(words=topic.words),
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)
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for topic in transcript.topics
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]
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audio_diarization_input = AudioDiarizationInput(
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audio_filename=transcript.audio_mp3_filename,
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topics=topics,
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)
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# as tempting to use pipeline.push, prefer to use the runner
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# to let the start just do one job.
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self.push(audio_diarization_input)
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self.flush()
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return pipeline
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@celery.task
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@shared_task
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def task_pipeline_main_post(transcript_id: str):
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pass
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runner = PipelineMainDiarization(transcript_id=transcript_id)
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runner.start_sync()
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@@ -16,7 +16,6 @@ During its lifecycle, it will emit the following status:
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"""
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import asyncio
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from typing import Callable
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from pydantic import BaseModel, ConfigDict
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from reflector.logger import logger
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@@ -27,8 +26,6 @@ class PipelineRunner(BaseModel):
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model_config = ConfigDict(arbitrary_types_allowed=True)
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status: str = "idle"
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on_status: Callable | None = None
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on_ended: Callable | None = None
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pipeline: Pipeline | None = None
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def __init__(self, **kwargs):
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@@ -36,6 +33,10 @@ class PipelineRunner(BaseModel):
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self._q_cmd = asyncio.Queue()
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self._ev_done = asyncio.Event()
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self._is_first_push = True
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self._logger = logger.bind(
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runner=id(self),
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runner_cls=self.__class__.__name__,
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)
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def create(self) -> Pipeline:
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"""
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@@ -50,33 +51,51 @@ class PipelineRunner(BaseModel):
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"""
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asyncio.get_event_loop().create_task(self.run())
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async def push(self, data):
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def start_sync(self):
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"""
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Start the pipeline synchronously (for non-asyncio apps)
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"""
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asyncio.run(self.run())
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def push(self, data):
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"""
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Push data to the pipeline
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"""
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await self._add_cmd("PUSH", data)
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self._add_cmd("PUSH", data)
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async def flush(self):
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def flush(self):
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"""
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Flush the pipeline
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"""
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await self._add_cmd("FLUSH", None)
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self._add_cmd("FLUSH", None)
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async def _add_cmd(self, cmd: str, data):
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async def on_status(self, status):
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"""
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Called when the status of the pipeline changes
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"""
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pass
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async def on_ended(self):
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"""
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Called when the pipeline ends
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"""
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pass
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def _add_cmd(self, cmd: str, data):
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"""
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Enqueue a command to be executed in the runner.
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Currently supported commands: PUSH, FLUSH
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"""
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await self._q_cmd.put([cmd, data])
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self._q_cmd.put_nowait([cmd, data])
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async def _set_status(self, status):
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print("set_status", status)
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self._logger.debug("Runner status updated", status=status)
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self.status = status
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if self.on_status:
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try:
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await self.on_status(status)
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except Exception as e:
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logger.error("PipelineRunner status_callback error", error=e)
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except Exception:
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self._logger.exception("Runer error while setting status")
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async def run(self):
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try:
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@@ -95,8 +114,8 @@ class PipelineRunner(BaseModel):
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await func(data)
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else:
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raise Exception(f"Unknown command {cmd}")
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except Exception as e:
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logger.error("PipelineRunner error", error=e)
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except Exception:
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self._logger.exception("Runner error")
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await self._set_status("error")
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self._ev_done.set()
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if self.on_ended:
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Block a user