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Update stt/stt_lifecycle_manager.py
Browse files- stt/stt_lifecycle_manager.py +91 -231
stt/stt_lifecycle_manager.py
CHANGED
@@ -1,7 +1,7 @@
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"""
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-
STT Lifecycle Manager for Flare
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===============================
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Manages STT instances
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"""
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import asyncio
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from typing import Dict, Optional, Any
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@@ -13,25 +13,34 @@ from chat_session.event_bus import EventBus, Event, EventType, publish_error
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from chat_session.resource_manager import ResourceManager, ResourceType
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from stt.stt_factory import STTFactory
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from stt.stt_interface import STTInterface, STTConfig, TranscriptionResult
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from utils.logger import log_info, log_error, log_debug, log_warning
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class STTSession:
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"""STT session
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def __init__(self, session_id: str, stt_instance: STTInterface):
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self.session_id = session_id
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self.stt_instance = stt_instance
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self.
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self.config: Optional[STTConfig] = None
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self.created_at = datetime.utcnow()
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-
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self.total_chunks = 0
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self.total_bytes = 0
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def
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"""
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self.
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class STTLifecycleManager:
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self.event_bus.subscribe(EventType.AUDIO_CHUNK_RECEIVED, self._handle_audio_chunk)
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self.event_bus.subscribe(EventType.SESSION_ENDED, self._handle_session_ended)
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def _setup_resource_pool(self):
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"""Setup STT instance pool"""
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self.resource_manager.register_pool(
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resource_type=ResourceType.STT_INSTANCE,
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factory=self._create_stt_instance,
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max_idle=5,
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max_age_seconds=300 # 5 minutes
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)
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async def _create_stt_instance(self) -> STTInterface:
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"""Factory for creating STT instances"""
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try:
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stt_instance = STTFactory.create_provider()
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if not stt_instance:
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raise ValueError("Failed to create STT instance")
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log_debug("π€ Created new STT instance")
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return stt_instance
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except Exception as e:
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log_error(f"β Failed to create STT instance", error=str(e))
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raise
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async def _handle_stt_start(self, event: Event):
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"""Handle STT start request"""
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session_id = event.session_id
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try:
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log_info(f"π€ Starting STT", session_id=session_id)
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#
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if session_id in self.stt_sessions:
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stt_session = self.stt_sessions[session_id]
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if stt_session.is_streaming:
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log_warning(f"β οΈ STT already streaming", session_id=session_id)
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return
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else:
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# Acquire STT instance from pool
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resource_id = f"stt_{session_id}"
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stt_instance = await self.resource_manager.acquire(
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cleanup_callback=self._cleanup_stt_instance
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)
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# Create session
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stt_session = STTSession(session_id, stt_instance)
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self.stt_sessions[session_id] = stt_session
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#
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locale = config_data.get("locale", "tr")
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# Build STT config - β
CONTINUOUS LISTENING Δ°ΓΔ°N AYARLAR
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stt_config = STTConfig(
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language=self._get_language_code(locale),
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sample_rate=config_data.get("sample_rate", 16000),
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encoding=config_data.get("encoding", "LINEAR16"),
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enable_punctuation=config_data.get("enable_punctuation", True),
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enable_word_timestamps=False,
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model=config_data.get("model", "latest_long"),
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use_enhanced=config_data.get("use_enhanced", True),
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single_utterance=False, # β
Continuous listening iΓ§in FALSE olmalΔ±
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interim_results=True, # β
Interim results'Δ± AΓ
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)
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# Log the exact config being used
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log_info(f"οΏ½οΏ½οΏ½οΏ½ STT Config: encoding={stt_config.encoding}, "
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f"sample_rate={stt_config.sample_rate}, "
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f"single_utterance={stt_config.single_utterance}, "
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f"interim_results={stt_config.interim_results}")
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stt_session.config = stt_config
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await stt_session.stt_instance.start_streaming(stt_config)
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stt_session.is_streaming = True
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stt_session.update_activity()
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log_info(f"β
STT started in continuous mode with interim results", session_id=session_id, language=stt_config.language)
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# Notify STT is ready
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await self.event_bus.publish(Event(
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error_message=f"Failed to start STT: {str(e)}"
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)
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async def _handle_stt_stop(self, event: Event):
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"""Handle STT stop request"""
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session_id = event.session_id
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reason = event.data.get("reason", "unknown")
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log_info(f"π Stopping STT", session_id=session_id, reason=reason)
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stt_session = self.stt_sessions.get(session_id)
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if not stt_session:
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log_warning(f"β οΈ No STT session found", session_id=session_id)
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return
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try:
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if stt_session.is_streaming:
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# Stop streaming
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final_result = await stt_session.stt_instance.stop_streaming()
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stt_session.is_streaming = False
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# If we got a final result, publish it
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if final_result and final_result.text:
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await self.event_bus.publish(Event(
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type=EventType.STT_RESULT,
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session_id=session_id,
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data={
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"text": final_result.text,
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"is_final": True,
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"confidence": final_result.confidence
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}
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))
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# β
Send STT_STOPPED event (websocket_manager will handle it)
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await self.event_bus.publish(Event(
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type=EventType.STT_STOPPED,
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session_id=session_id,
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data={"reason": reason}
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))
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# Don't remove session immediately - might restart
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stt_session.update_activity()
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log_info(f"β
STT stopped", session_id=session_id)
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except Exception as e:
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log_error(
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f"β Error stopping STT",
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session_id=session_id,
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error=str(e)
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)
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async def _handle_audio_chunk(self, event: Event):
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"""Process audio chunk through
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session_id = event.session_id
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stt_session = self.stt_sessions.get(session_id)
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if not stt_session or not stt_session.
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# STT not ready, ignore chunk
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return
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try:
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# Decode audio data
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audio_data = base64.b64decode(event.data.get("audio_data", ""))
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#
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stt_session.total_chunks += 1
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stt_session.total_bytes += len(audio_data)
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stt_session.update_activity()
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#
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await self.event_bus.publish(Event(
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type=EventType.
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session_id=session_id,
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data={
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"text": result.text,
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"is_final": result.is_final,
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"confidence": result.confidence,
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"timestamp": result.timestamp
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}
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))
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# Log final results
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if result.is_final:
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log_info(
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f"π STT final result",
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session_id=session_id,
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text=result.text[:50] + "..." if len(result.text) > 50 else result.text,
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confidence=result.confidence
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)
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# Log progress periodically
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if stt_session.total_chunks % 100 == 0:
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log_debug(
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f"π STT progress",
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session_id=session_id,
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chunks=stt_session.total_chunks,
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bytes=stt_session.total_bytes
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)
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except Exception as e:
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error=str(e)
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)
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-
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# STT timeout, restart needed
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await publish_error(
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session_id=session_id,
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error_type="stt_timeout",
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error_message="STT stream timeout, restart needed"
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)
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else:
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# Other STT error
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await publish_error(
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session_id=session_id,
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error_type="stt_error",
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error_message=str(e)
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)
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async def _handle_session_ended(self, event: Event):
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"""Clean up STT resources when session ends"""
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session_id = event.session_id
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stt_session = self.stt_sessions.
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if not stt_session:
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return
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try:
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session_id=session_id,
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except Exception as e:
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log_error(
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f"β Error
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session_id=session_id,
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error=str(e)
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)
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async def _cleanup_stt_instance(self, stt_instance: STTInterface):
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"""Cleanup callback for STT instance"""
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try:
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# Ensure streaming is stopped
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if hasattr(stt_instance, 'is_streaming') and stt_instance.is_streaming:
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await stt_instance.stop_streaming()
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log_debug("π§Ή STT instance cleaned up")
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except Exception as e:
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log_error(f"β Error cleaning up STT instance", error=str(e))
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def _get_language_code(self, locale: str) -> str:
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"""Convert locale to STT language code"""
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# Map common locales to STT language codes
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locale_map = {
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"tr": "tr-TR",
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"en": "en-US",
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"de": "de-DE",
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"fr": "fr-FR",
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"es": "es-ES",
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"it": "it-IT",
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"pt": "pt-BR",
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"ru": "ru-RU",
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"ja": "ja-JP",
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"ko": "ko-KR",
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"zh": "zh-CN",
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"ar": "ar-SA"
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}
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# Check direct match
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if locale in locale_map:
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return locale_map[locale]
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# Check if it's already a full code
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if "-" in locale and len(locale) == 5:
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return locale
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# Default to locale-LOCALE format
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return f"{locale}-{locale.upper()}"
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def get_stats(self) -> Dict[str, Any]:
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"""Get STT manager statistics"""
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session_stats = {}
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for session_id, stt_session in self.stt_sessions.items():
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session_stats[session_id] = {
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"is_streaming": stt_session.is_streaming,
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"total_chunks": stt_session.total_chunks,
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"total_bytes": stt_session.total_bytes,
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"uptime_seconds": (datetime.utcnow() - stt_session.created_at).total_seconds(),
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"last_activity": stt_session.last_activity.isoformat()
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}
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return {
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"active_sessions": len(self.stt_sessions),
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"streaming_sessions": sum(1 for s in self.stt_sessions.values() if s.is_streaming),
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"sessions": session_stats
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}
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"""
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STT Lifecycle Manager for Flare - Batch Mode
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===============================
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Manages STT instances and audio collection
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"""
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import asyncio
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from typing import Dict, Optional, Any
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from chat_session.resource_manager import ResourceManager, ResourceType
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from stt.stt_factory import STTFactory
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from stt.stt_interface import STTInterface, STTConfig, TranscriptionResult
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from stt.voice_activity_detector import VoiceActivityDetector
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from utils.logger import log_info, log_error, log_debug, log_warning
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class STTSession:
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"""STT session with audio collection"""
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def __init__(self, session_id: str, stt_instance: STTInterface):
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self.session_id = session_id
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self.stt_instance = stt_instance
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self.is_active = False
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self.config: Optional[STTConfig] = None
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self.created_at = datetime.utcnow()
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# Audio collection
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self.audio_buffer = []
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self.vad = VoiceActivityDetector()
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# Stats
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self.total_chunks = 0
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self.total_bytes = 0
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def reset(self):
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"""Reset session for new utterance"""
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self.audio_buffer = []
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self.vad.reset()
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self.total_chunks = 0
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self.total_bytes = 0
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class STTLifecycleManager:
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self.event_bus.subscribe(EventType.AUDIO_CHUNK_RECEIVED, self._handle_audio_chunk)
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self.event_bus.subscribe(EventType.SESSION_ENDED, self._handle_session_ended)
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async def _handle_stt_start(self, event: Event):
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"""Handle STT start request"""
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session_id = event.session_id
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try:
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log_info(f"π€ Starting STT", session_id=session_id)
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# Get or create session
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if session_id not in self.stt_sessions:
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# Acquire STT instance from pool
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resource_id = f"stt_{session_id}"
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stt_instance = await self.resource_manager.acquire(
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cleanup_callback=self._cleanup_stt_instance
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)
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# Create session
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stt_session = STTSession(session_id, stt_instance)
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self.stt_sessions[session_id] = stt_session
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else:
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stt_session = self.stt_sessions[session_id]
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stt_session.reset()
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# Build STT config
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locale = config_data.get("locale", "tr")
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stt_config = STTConfig(
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language=self._get_language_code(locale),
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sample_rate=config_data.get("sample_rate", 16000),
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encoding=config_data.get("encoding", "LINEAR16"),
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enable_punctuation=config_data.get("enable_punctuation", True),
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model=config_data.get("model", "latest_long"),
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use_enhanced=config_data.get("use_enhanced", True),
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)
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stt_session.config = stt_config
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stt_session.is_active = True
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log_info(f"β
STT started in batch mode", session_id=session_id, language=stt_config.language)
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104 |
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# Notify STT is ready
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await self.event_bus.publish(Event(
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error_message=f"Failed to start STT: {str(e)}"
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)
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async def _handle_audio_chunk(self, event: Event):
|
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+
"""Process audio chunk through VAD and collect"""
|
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session_id = event.session_id
|
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|
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stt_session = self.stt_sessions.get(session_id)
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+
if not stt_session or not stt_session.is_active:
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return
|
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|
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try:
|
140 |
# Decode audio data
|
141 |
audio_data = base64.b64decode(event.data.get("audio_data", ""))
|
142 |
|
143 |
+
# Add to buffer
|
144 |
+
stt_session.audio_buffer.append(audio_data)
|
145 |
stt_session.total_chunks += 1
|
146 |
stt_session.total_bytes += len(audio_data)
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147 |
|
148 |
+
# Process through VAD
|
149 |
+
is_speech, silence_duration_ms = stt_session.vad.process_chunk(audio_data)
|
150 |
+
|
151 |
+
# Check if utterance ended (silence threshold reached)
|
152 |
+
if not is_speech and silence_duration_ms >= 2000: # 2 seconds of silence
|
153 |
+
log_info(f"π¬ Utterance ended after {silence_duration_ms}ms silence", session_id=session_id)
|
154 |
+
|
155 |
+
# Stop STT to trigger transcription
|
156 |
await self.event_bus.publish(Event(
|
157 |
+
type=EventType.STT_STOPPED,
|
158 |
session_id=session_id,
|
159 |
+
data={"reason": "silence_detected"}
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|
160 |
))
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161 |
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162 |
# Log progress periodically
|
163 |
if stt_session.total_chunks % 100 == 0:
|
164 |
log_debug(
|
165 |
f"π STT progress",
|
166 |
session_id=session_id,
|
167 |
chunks=stt_session.total_chunks,
|
168 |
+
bytes=stt_session.total_bytes,
|
169 |
+
vad_stats=stt_session.vad.get_stats()
|
170 |
)
|
171 |
|
172 |
except Exception as e:
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|
176 |
error=str(e)
|
177 |
)
|
178 |
|
179 |
+
async def _handle_stt_stop(self, event: Event):
|
180 |
+
"""Handle STT stop request and perform transcription"""
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|
181 |
session_id = event.session_id
|
182 |
+
reason = event.data.get("reason", "unknown")
|
183 |
+
|
184 |
+
log_info(f"π Stopping STT", session_id=session_id, reason=reason)
|
185 |
+
|
186 |
+
stt_session = self.stt_sessions.get(session_id)
|
187 |
if not stt_session:
|
188 |
+
log_warning(f"β οΈ No STT session found", session_id=session_id)
|
189 |
return
|
190 |
+
|
191 |
try:
|
192 |
+
if stt_session.is_active and stt_session.audio_buffer:
|
193 |
+
# Combine audio chunks
|
194 |
+
combined_audio = b''.join(stt_session.audio_buffer)
|
195 |
+
|
196 |
+
# Transcribe using batch mode
|
197 |
+
log_info(f"π Transcribing {len(combined_audio)} bytes of audio", session_id=session_id)
|
198 |
+
result = await stt_session.stt_instance.transcribe(
|
199 |
+
audio_data=combined_audio,
|
200 |
+
config=stt_session.config
|
201 |
+
)
|
202 |
+
|
203 |
+
# Publish result if we got transcription
|
204 |
+
if result and result.text:
|
205 |
+
await self.event_bus.publish(Event(
|
206 |
+
type=EventType.STT_RESULT,
|
207 |
+
session_id=session_id,
|
208 |
+
data={
|
209 |
+
"text": result.text,
|
210 |
+
"is_final": True,
|
211 |
+
"confidence": result.confidence
|
212 |
+
}
|
213 |
+
))
|
214 |
+
else:
|
215 |
+
log_warning(f"β οΈ No transcription result", session_id=session_id)
|
216 |
+
|
217 |
+
# Mark as inactive and reset
|
218 |
+
stt_session.is_active = False
|
219 |
+
stt_session.reset()
|
220 |
+
|
221 |
+
# Send STT_STOPPED event
|
222 |
+
await self.event_bus.publish(Event(
|
223 |
+
type=EventType.STT_STOPPED,
|
224 |
session_id=session_id,
|
225 |
+
data={"reason": reason}
|
226 |
+
))
|
227 |
+
|
228 |
+
log_info(f"β
STT stopped", session_id=session_id)
|
229 |
+
|
230 |
except Exception as e:
|
231 |
log_error(
|
232 |
+
f"β Error stopping STT",
|
233 |
session_id=session_id,
|
234 |
error=str(e)
|
235 |
+
)
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