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pianogen's Introduction

Piano music generator

This is a repo for generating one instrument music (default piano - can be changed to other instrument). It's based upon TensorFlow, Magenta, numpy Libraries. It's consist of few modules.

  • model.py - defines architectures of models - you can add your architecture and train it.
  • download.py - download MEASTRO dataset, call it before it
  • trainer.py - defines process of training.
  • train.py - runs process of training, reads hyperparameters from config files.
  • finetune.py - runs finetunning of already existing model.h, reads hyperparameters from config files.
  • eval.py - evalutes models generated from process of training from train.py and generate music. (midi format), reads data from config files. Starts midi vizualizer.
  • midi vizualizer folder - Small JavaScript program based upon MagentaJS used to visualize music
  • utlis folder:
    • pipelines - defines the process of sequential data transformation.
    • project_utils - logging functionality etc.
  • settings.yml - can be overwrited to define new parameters of training.
  • settings_eval.yml - can be overwrited to define new parameters of evaluation.

Before training download dataset and get dependencies

 pip install -r Requirements.txt
python download.py

Training

 python train.py

Finetunning

python finetune.py

Evaluation

python eval.py

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