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Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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asr = pipeline(task = "automatic-speech-recognition",
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model = "openai/whisper-large-v3")
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demo = gr.Blocks()
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def transcribe_speech(filepath):
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if filepath is None:
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gr.Warning("No audio file found, please retry!")
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return ""
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output = asr(filepath)
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return output["text"]
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mic_transcribe = gr.Interface(
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fn = transcribe_speech,
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inputs = gr.Audio(sources = "microphone",
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type = "filepath"),
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outputs = gr.Textbox(label = "Transcription",
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lines = 3),
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allow_flagging = "never"
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)
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file_transcribe = gr.Interface (
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fn = transcribe_speech,
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inputs = gr.Audio(sources = "upload",
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type = "filepath"),
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outputs = gr.Textbox(label = "Transcription",
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lines = 3),
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allow_flagging = "never"
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)
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with demo:
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gr.TabbedInterface(
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[mic_transcribe,
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file_transcribe],
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["Transcribe Microphone",
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"Transcribe Audio File"],
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)
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demo.launch()
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