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Runtime error
| from transformers import pipeline | |
| import gradio as gr | |
| from timeit import default_timer as timer | |
| 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} | |
| """ | |
| start_time = timer() | |
| preds = pipe(filepath) | |
| outputs = {} | |
| for p in preds: | |
| outputs[p["label"]] = p["score"] | |
| pred_time = round(timer() - start_time, 5) | |
| return outputs, pred_time | |
| 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) |