musika/earthbound-epoch20

Musika Model: earthbound_epoch20

Model provided by: nobitachainsaw

Pretrained earthbound_epoch20 model for the Musika system for fast infinite waveform music generation. Introduced in this paper.

How to use

You can generate music from this pretrained earthbound_epoch20 model using the notebook available here.

Model description

This pretrained GAN system consists of a ResNet-style generator and discriminator. During training, stability is controlled by adapting the strength of gradient penalty regularization on-the-fly. The gradient penalty weighting term is contained in switch.npy. The generator is conditioned on a latent coordinate system to produce samples of arbitrary length. The latent representations produced by the generator are then passed to a decoder which converts them into waveform audio. The generator has a context window of about 12 seconds of audio.