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Browse files- app.py +45 -0
- requirement.txt +5 -0
app.py
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import streamlit as st
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import torch
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from unidecode import unidecode
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from musc.model import PretrainedModel
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from unidecode import unidecode
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import os
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import sys
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import torch
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import json
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#from yt_dlp import YoutubeDL
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sys.path.append('MUSC_violin')
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from MUSC_violin import musc
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# Function to transcribe the WAV file and generate the MIDI file
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def transcribe_and_generate_midi(wav_file_path, model, batch_size=32, postprocessing='spotify'):
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midi, _, title = model.transcribe_wav(wav_file_path, batch_size=batch_size, postprocessing=postprocessing)
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# Write the MIDI file
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midi_file_name = unidecode(title) + '.mid'
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midi.write(midi_file_name)
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return midi_file_name, title
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# Set up the Pretrained Model
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device = 'cuda' if torch.cuda.is_available() else 'cpu'
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model = PretrainedModel(instrument='violin').to(device)
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# Streamlit UI
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st.title("Violin to MIDI Converter")
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uploaded_file = st.file_uploader("Upload your WAV file", type=["wav"])
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if uploaded_file is not None:
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st.write("File Uploaded Successfully!")
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st.audio(uploaded_file, format='audio/wav')
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if st.button("Convert to MIDI"):
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try:
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midi_file_name, title = transcribe_and_generate_midi(uploaded_file, model)
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st.success(f"MIDI file generated successfully: {midi_file_name}")
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st.audio(midi_file_name, format='audio/midi', label='Download MIDI')
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except Exception as e:
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st.error(f"Error: {str(e)}")
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else:
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st.info("Please upload a WAV file to convert to MIDI.")
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requirement.txt
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yt-dlp
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mir_eval
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pretty_midi
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unidecode
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streamlit
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