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demucs-splitter's Introduction

Description

Simple Python script to retrieve songs from YouTube using yt-dlp or a given file path; and split them into 6 stems through Hybrid Transformer Demucs. Additionaly, a backing track is created by combining all stems except guitar.

Requirements

Anaconda installation.

Setup

  1. Install Demucs in new Anaconda environment.

    • Make sure to initialize Demucs submodule repository:
       git submodule update --init --recursive
      
    • Install dependencies and library:
       cd ./demucs_repo
       conda env update -f environment-cpu.yml  # if you don't have GPUs
       conda env update -f environment-cuda.yml # if you have GPUs
       conda activate demucs
       pip install -e .
      
    • If using NVIDIA GPU, ensure it is recognized by PyTorch:
       import torch
       assert torch.cuda.is_available()
    • If NVIDIA GPU is not recognized:
       conda activate demucs
       conda remove pytorch
      
  2. Install yt-dlp in the same environment:

    conda activate demucs
    pip install yt-dlp
    
  3. Download ffmpeg binary from https://github.com/yt-dlp/FFmpeg-Builds and place it in the same directory as the script.

Usage

Launch split.py from demucs Anaconda environment and input any YouTube URL or audio file path (with a format supported by Torchaudio):

conda activate demucs
python split.py https://www.youtube.com/watch?v=dQw4w9WgXcQ

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