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Hierarchical Recurrent Neural Networks for Conditional Melody Generation with Long-term Structure

Description

A conditional melody generative system. Paper link:

Getting Started

Results and data format

Kindly check the result demo folder for the generated results. For input data format check the npy files in the result demo folder.

Dependencies

  • tensorflow 1.14
  • midiutil
  • numpy
  • pandas

Getting started

  • Training script: run_xx.sh; Generation script: generate_xx.sh; Evaluation script: comp_successbar_ratio.py
  • 2t_fc: 2 tier without acc. time info;
  • 3t_fc: 3 tier without acc. time info;
  • adrm2t_fc: 2 tier with acc. time info;
  • adrm3t_fc: 3 tier with acc. time info;
  • adrm3t_fc_rs: 3 tier with acc. time info with residual conn.;
  • bln_attn_fc: baseline attentionrnn;
  • bln_fc: baseline vanila rnn;