Spaces:
Running
Running
deploy
Browse files
app.py
CHANGED
@@ -20,7 +20,12 @@ app = FastAPI()
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model_name = "ihanif/whisper-medium-urdu"
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try:
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logger.info(f"Loading processor for {model_name}")
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processor = WhisperProcessor.from_pretrained(
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logger.info(f"Loading model for {model_name}")
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model = WhisperForConditionalGeneration.from_pretrained(model_name, low_cpu_mem_usage=True)
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except Exception as e:
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@@ -84,11 +89,10 @@ async def transcribe_audio(file: UploadFile = File(...)):
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return generated_ids
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try:
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generated_ids = await generate_transcription()
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except asyncio.TimeoutError:
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logger.error("Transcription timed out after 60 seconds")
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return {"error": "Transcription took too long. Try a smaller model or upgrade
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transcription = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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total_time = time.time() - start_time
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model_name = "ihanif/whisper-medium-urdu"
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try:
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logger.info(f"Loading processor for {model_name}")
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processor = WhisperProcessor.from_pretrained(
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model_name,
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language="urdu",
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task="transcribe",
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clean_up_tokenization_spaces=True # Suppress FutureWarning
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)
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logger.info(f"Loading model for {model_name}")
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model = WhisperForConditionalGeneration.from_pretrained(model_name, low_cpu_mem_usage=True)
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except Exception as e:
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return generated_ids
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try:
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generated_ids = await asyncio.wait_for(generate_transcription(), timeout=60) # 60-second timeout
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except asyncio.TimeoutError:
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logger.error("Transcription timed out after 60 seconds")
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return {"error": "Transcription took too long. Try a smaller model (e.g., whisper-small) or upgrade to a paid Hugging Face Space with GPU."}
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transcription = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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total_time = time.time() - start_time
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