/Deep-Music

Composing Music w/ RNNs

Primary LanguageJupyter Notebook

Deep Music

Results

See the .mid files in the samples folder for examples of artificial music generated by our model.

Installation

Requirements:

MIDI Input Details

Every input vector x is 66-dimensional and structured as follows:

  • x[0]: relative event time from previous input (tick)
  • x[1]: BPM
  • x[2-5]: Channel 1: font, note, velocity, duration
  • x[6-9]: Channel 2
  • ...
  • x[62-65]: Channel 16

In MIDI, an event is characterized by the following features:

  • Font: Integer in [0,127]
  • Note: Integer in [0,127]
  • Velocity: Integer in [0,127]
  • Duration: Integer in (0,infinity)

Notes:

  • We use a -1 in all features to indicate a silenced channel.
  • The 16 channel font features are fixed for the full duration of a single track.
  • The BPM is fixed for the full duration of a single track.

Resources