add model card
Browse files
README.md
CHANGED
@@ -1,3 +1,28 @@
|
|
1 |
---
|
2 |
license: mit
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: mit
|
3 |
+
library_name: keras
|
4 |
+
tags:
|
5 |
+
- audio
|
6 |
+
- music
|
7 |
+
- generation
|
8 |
+
- tensorflow
|
9 |
---
|
10 |
+
|
11 |
+
# Musika Techno Model
|
12 |
+
|
13 |
+
Pretrained Techno GAN model for the [Musika system](https://github.com/marcoppasini/musika) for fast infinite waveform music generation.
|
14 |
+
Introduced in [this paper](https://arxiv.org/abs/2208.08706).
|
15 |
+
|
16 |
+
## Model description
|
17 |
+
|
18 |
+
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.
|
19 |
+
The generator has a context window of about 12 seconds of audio.
|
20 |
+
|
21 |
+
### How to use
|
22 |
+
|
23 |
+
This pretrained Techno GAN system is automatically downloaded at the first execution of the system. Try Musika [here](https://github.com/marcoppasini/musika)!
|
24 |
+
|
25 |
+
|
26 |
+
## Training data
|
27 |
+
|
28 |
+
The Techno GAN system was trained on 1000 hours of music with the *techno* tag from *jamendo.com*.
|