Lee Xin Yang commited on
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5a5d614
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1 Parent(s): 3249b5f

First Commit

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  1. .gitattributes +0 -35
  2. README.md +1 -1
  3. app.py +12 -0
  4. model.py +16 -0
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README.md CHANGED
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  ---
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- title: Whisper Audio Transcription
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  emoji: 🏢
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  colorFrom: yellow
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  colorTo: green
 
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  ---
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+ title: Whisper Audio Transcription (zayuki)
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  emoji: 🏢
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  colorFrom: yellow
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  colorTo: green
app.py ADDED
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+ import gradio as gr
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+ from model import audio_transcribe
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+
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+ iface = gr.Interface(
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+ fn=audio_transcribe,
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+ inputs=[gr.Audio(sources="upload", type="filepath", label="Upload Your Audio File")],
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+ outputs=gr.Textbox(label="Audio Transcription"),
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+ title="Audio Transcription - Whisper Large V3 Turbo",
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+ description="Upload an audio file and get the transcribed text."
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+ )
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+
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+ iface.launch(server_name="0.0.0.0", server_port=7860)
model.py ADDED
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+ from faster_whisper import WhisperModel
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+
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+ model_size = "turbo"
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+
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+ model = WhisperModel(model_size, device="cpu", compute_type="int8")
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+
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+ def audio_transcribe(audio_path) -> str:
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+ segments, info = model.transcribe(audio_path, beam_size=5)
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+ full_transcript = " ".join([segment.text for segment in segments])
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+
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+ return full_transcript
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+
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+ if __name__ == "__main__":
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+ audio_path = "T0055G0007S0001.wav"
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+ transcript = audio_transcribe(audio_path)
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+ print(transcript)