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Runtime error
David GG
commited on
Commit
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1917f1f
1
Parent(s):
ec1bc82
add code
Browse files- .gitattributes +1 -0
- app.py +45 -0
- requirements.txt +2 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.wav filter=lfs diff=lfs merge=lfs -text
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app.py
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import gradio as gr
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import torch
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from transformers import pipeline
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username = "davidggphy" ## Complete your username
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model_id = f"{username}/distilhubert-finetuned-gtzan"
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device = "cuda:0" if torch.cuda.is_available() else "cpu"
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pipe = pipeline("audio-classification", model=model_id, device=device)
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def classify_audio(filepath):
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"""
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Goes from
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[{'score': 0.8339303731918335, 'label': 'country'},
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{'score': 0.11914275586605072, 'label': 'rock'},]
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to
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{"country": 0.8339303731918335, "rock":0.11914275586605072}
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"""
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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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title = "🎵 Music Genre Classifier"
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description = """
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demo to showcase the music
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classification model that we just trained on the [GTZAN](https://huggingface.co/datasets/marsyas/gtzan)
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"""
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filenames = ['blues.00098.wav', "disco.00020.wav", "metal.00014.wav", "reggae.00021.wav", "rock.00058.wav"]
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filenames = [[f"./{f}"] for f in filenames]
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demo = gr.Interface(
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fn=classify_audio,
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inputs=gr.Audio(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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examples=filenames,
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)
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demo.launch()
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requirements.txt
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torch
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git+https://github.com/huggingface/transformers
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