DiartDiarization loaded in asynccontextmanager lifespan

whisper_fastapi_online_server.py

@@ -68,19 +68,23 @@ BYTES_PER_SAMPLE = 2  # s16le = 2 bytes per sample
 BYTES_PER_SEC = SAMPLES_PER_SEC * BYTES_PER_SAMPLE
 MAX_BYTES_PER_SEC = 32000 * 5  # 5 seconds of audio at 32 kHz
 
-if args.diarization:
-    from src.diarization.diarization_online import DiartDiarization
 
 
 ##### LOAD APP #####
 
 @asynccontextmanager
 async def lifespan(app: FastAPI):
-    global asr, tokenizer
+    global asr, tokenizer, diarization
     if args.transcription:
         asr, tokenizer = backend_factory(args)
     else:
         asr, tokenizer = None, None
+
+    if args.diarization:
+        from src.diarization.diarization_online import DiartDiarization
+        diarization = DiartDiarization(SAMPLE_RATE)
+    else :
+        diarization = None
     yield
 
 app = FastAPI(lifespan=lifespan)
@@ -130,10 +134,10 @@ async def websocket_endpoint(websocket: WebSocket):
     ffmpeg_process = None
     pcm_buffer = bytearray()
     online = online_factory(args, asr, tokenizer) if args.transcription else None
-    diarization = DiartDiarization(SAMPLE_RATE) if args.diarization else None
+    
 
     async def restart_ffmpeg():
-        nonlocal ffmpeg_process, online, diarization, pcm_buffer
+        nonlocal ffmpeg_process, online, pcm_buffer
         if ffmpeg_process:
             try:
                 ffmpeg_process.kill()
@@ -143,14 +147,12 @@ async def websocket_endpoint(websocket: WebSocket):
         ffmpeg_process = await start_ffmpeg_decoder()
         pcm_buffer = bytearray()
         online = online_factory(args, asr, tokenizer) if args.transcription else None
-        if args.diarization:
-            diarization = DiartDiarization(SAMPLE_RATE)
         logger.info("FFmpeg process started.")
 
     await restart_ffmpeg()
 
     async def ffmpeg_stdout_reader():
-        nonlocal ffmpeg_process, online, diarization, pcm_buffer
+        nonlocal ffmpeg_process, online, pcm_buffer
         loop = asyncio.get_event_loop()
         full_transcription = ""
         beg = time()