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shamik-lseg
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bbb0227
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Parent(s):
ac23769
Added app.py, sample sound recordings and readme.
Browse files
README.md
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---
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title: Music Genre Classifier
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emoji: ๐
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colorFrom: pink
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colorTo: pink
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sdk: gradio
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sdk_version: 4.7.1
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import gradio as gr
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import librosa
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from transformers import pipeline
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pipe = pipeline("audio-classification", model="Shamik/whisper-base.en-finetuned-gtzan")
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title = """Music Genre Classifier"""
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description = """
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Next time you think of how Shazam <img src="shzam.png" width=200px> finds the name of the song,
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well it might certainly be classifying the genre of the music too. This tool classifies music based
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on pre-defined genre from the [GTZAN](https://huggingface.co/datasets/marsyas/gtzan) dataset,
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which contains music from the following genres:
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`blues, classical, country, disco, hiphop, jazz, metal, pop, reggae, and rock`.
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"""
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def classify_audio(filepath):
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audio, sampling_rate = librosa.load(filepath, sr=16_000)
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preds = pipe(audio)
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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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label = gr.outputs.Label()
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demo = gr.Interface(fn=classify_audio,
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inputs=gr.Audio(type="filepath"),
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outputs=label,
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title=title,
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description=description,
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examples=[["song1.ogg"], ["song2.ogg"], ["song3.ogg"], ["song4.ogg"]],)
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demo.launch()
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shazam.png
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song1.ogg
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Binary file (341 kB). View file
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song2.ogg
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Binary file (408 kB). View file
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song3.ogg
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Binary file (384 kB). View file
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song4.ogg
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Binary file (396 kB). View file
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