File size: 1,231 Bytes
906153a 958e0b0 906153a 958e0b0 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 |
---
license: mit
library_name: keras
tags:
- audio
- music
- generation
- tensorflow
---
# Musika Misc Small Model
Pretrained Misc Small GAN model for the [Musika system](https://github.com/marcoppasini/musika) for fast infinite waveform music generation.
Introduced in [this paper](https://arxiv.org/abs/2208.08706).
## 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 6 seconds of audio (half the context of the full Misc model).
### How to use
This pretrained Misc Small GAN system is automatically downloaded at the first execution of the system. Try Musika [here](https://github.com/marcoppasini/musika)!
## Training data
The Misc Small GAN system was trained on the SXSW music dataset (17000 songs with diverse genres). |