bullerengue-alpha / README.md
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metadata
license: mit
tags:
  - audio
  - music
  - generation
  - tensorflow
  - keras
library_name: keras
pipeline_tag: text-to-image

Musika Model: musika_bullerengue_alpha

Model provided by: frncscp

Pretrained musika_bullerengue_alpha 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 musika_bullerengue_alpha 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.