ahmad-fakhar
commited on
Commit
•
3bc5ba6
1
Parent(s):
b4ed874
Update app.py
Browse files
app.py
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# Streamlit app code
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import streamlit as st
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from transformers import pipeline
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import os
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# Title of the Streamlit app
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st.title('Music Genre Classification')
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# File uploader to upload an audio file
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audio_file = st.file_uploader("Upload an audio file", type=["wav", "mp3", "flac"])
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if audio_file is not None:
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# Save the uploaded file to a temporary directory
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if not os.path.exists("temp_audio"):
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os.makedirs("temp_audio")
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with open(os.path.join("temp_audio", audio_file.name), "wb") as f:
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f.write(audio_file.getbuffer())
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# Use the uploaded audio file path
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audio_path = os.path.join("temp_audio", audio_file.name)
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# Display a loading message
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st.text("Classifying the audio file... Please wait.")
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# Initialize the audio classification pipeline
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pipe = pipeline("audio-classification", model="sandychoii/distilhubert-finetuned-gtzan-audio-classification")
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# Perform classification
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result = pipe(audio_path)
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# Display the results
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st.subheader("Classification Results:")
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for label in result:
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st.write(f"**Genre**: {label['label']} | **Confidence**: {label['score']:.4f}")
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# Option to play the uploaded audio
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st.audio(audio_file)
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