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Update app.py
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from transformers import pipeline
username = "afern24" ## Complete your username
model_id = f"{username}/distilhubert-finetuned-gtzan"
pipe = pipeline("audio-classification", model=model_id)
def classify_audio(filepath):
"""
Goes from
[{'score': 0.8339303731918335, 'label': 'country'},
{'score': 0.11914275586605072, 'label': 'rock'},]
to
{"country": 0.8339303731918335, "rock":0.11914275586605072}
"""
preds = pipe(filepath)
outputs = {}
for p in preds:
outputs[p["label"]] = p["score"]
return outputs
import gradio as gr
demo = gr.Interface(
fn=classify_audio, inputs=gr.Audio(type="filepath"), outputs=[gr.Label(label="Predictions"), gr.Number(label="Prediction time (s)")], title="Distilhubert-finetuned-gtzan",
description="Audio classifier based on music genres, for more check out my github ar www.github.com/Ferno22"
)
demo.launch(debug=True)