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Create app.py

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  1. app.py +36 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+ import torch
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+
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+ # Initialize the transcriber
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+ def initialize_transcriber():
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+ return pipeline("automatic-speech-recognition",
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+ model="vinai/PhoWhisper-medium",
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+ device="cuda" if torch.cuda.is_available() else "cpu")
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+
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+ transcriber = initialize_transcriber()
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+
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+ # Function to transcribe audio
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+ def transcribe_audio(audio_path):
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+ try:
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+ # Transcribe the audio
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+ result = transcriber(audio_path)
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+ transcribed_text = result["text"]
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+ return transcribed_text
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+ except Exception as e:
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+ return f"Error during transcription: {str(e)}"
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+
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+ # Create the Gradio interface
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+ interface = gr.Interface(
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+ fn=transcribe_audio,
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+ inputs=gr.Audio(source="microphone", type="filepath"),
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+ outputs="text",
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+ title="Vietnamese Speech-to-Text",
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+ description="Record audio in Vietnamese and get the transcription",
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+ examples=[],
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+ theme=gr.themes.Soft()
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+ )
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+
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+ # Launch the app
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+ if __name__ == "__main__":
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+ interface.launch(share=True)