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musika_misc
marcop/musika_misc
musika_misc is a machine learning model from marcop. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for keras. The card lists the license as mit.
Pretrained Misc GAN model for the Musika system for fast infinite waveform music generation. Introduced in this paper.
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Public
Updated Oct 24, 2022
Repo size
498 MB
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Repo makeup
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.npy290 MB · 58%
At a glance
- Library
- keras
- License
- mit
- Access
- Public
- Created
- Oct 21, 2022
- Updated
- Oct 24, 2022
- SHA
- 93a17d8e
Model card
From the Hugging Face model README
Musika Misc Model
Pretrained Misc GAN model for the Musika system for fast infinite waveform music generation. Introduced in this paper.
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.
How to use
This pretrained Misc GAN system is automatically downloaded at the first execution of the system. Try Musika here!
Training data
The Misc GAN system was trained on the SXSW music dataset (17000 songs with diverse genres).
- Library
- keras
- License
- mit
- Created
- Oct 21, 2022
- Updated
- Oct 24, 2022