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--- |
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license: mit |
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library_name: keras |
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tags: |
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- audio |
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- music |
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- generation |
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- tensorflow |
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--- |
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# Musika Techno Model |
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Pretrained Techno GAN model for the [Musika system](https://github.com/marcoppasini/musika) for fast infinite waveform music generation. |
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Introduced in [this paper](https://arxiv.org/abs/2208.08706). |
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## Model description |
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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. |
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The generator has a context window of about 12 seconds of audio. |
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### How to use |
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This pretrained Techno GAN system is automatically downloaded at the first execution of the system. Try Musika [here](https://github.com/marcoppasini/musika)! |
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## Training data |
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The Techno GAN system was trained on 1000 hours of music with the *techno* tag from *jamendo.com*. |
