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Lightmourne
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Parent(s):
8576747
Add application file
Browse files- app.py +42 -0
- requirements.txt +1 -0
app.py
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from transformers import pipeline
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import gradio as gr
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model_id = "Lightmourne/distilhubert-finetuned-gtzan"
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pipe = pipeline("audio-classification", model=model_id)
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def classify_audio(filepath):
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preds = pipe(filepath)
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outputs = {}
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for p in preds:
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outputs[p["label"]] = p["score"]
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return outputs
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demo = gr.Blocks()
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title = "Simple music genre classifier"
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description = """
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A simple music genre classifier allows you to categorize a music track into one of ten music genres, such as: "blues", "classical", "country", "disco", "hiphop", "jazz", "metal", "pop", "reggae", "rock". Link to the fine-tuned model checkpoint: https://huggingface.co/Lightmourne/distilhubert-finetuned-gtzan
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"""
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mic_classify_audio = gr.Interface(
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fn=classify_audio,
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inputs=gr.Audio(source="microphone", type="filepath"),
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outputs=gr.outputs.Label(),
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title=title,
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description=description,
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)
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file_classify_audio = gr.Interface(
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fn=classify_audio,
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inputs=gr.Audio(source="upload", type="filepath"),
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outputs=gr.outputs.Label(),
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#examples=[["./example.wav"]],
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title=title,
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description=description,
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)
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with demo:
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gr.TabbedInterface([mic_classify_audio, file_classify_audio], ["Microphone", "Audio File"])
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demo.launch(debug=True)
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requirements.txt
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git+https://github.com/huggingface/transformers
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