Jukebox is an open-source neural network tool designed to generate music and rudimentary singing across various genres and artist styles, producing raw audio samples. It provides code and model weights along with an exploration tool for generated samples.
Users of Jukebox can input genre, artist, and lyrics preferences, receiving new music samples as output. The tool offers a broad spectrum of music and singing styles, capable of generalizing to unseen lyrics during training.
Furthermore, Jukebox can produce music unrelated to its training songs when conditioned on familiar lyrics. Users can prompt the tool with 12 seconds of audio, allowing it to complete the rest in a specified style.
One of Jukebox’s notable challenges is handling long raw audio sequences, which it addresses by compressing audio to a lower-dimensional space using an autoencoder. This compression facilitates audio generation and subsequent up-sampling to the raw audio space.
Unlike tools generating music symbolically, such as piano rolls, Jukebox directly models music as raw audio, offering enhanced expressiveness. It caters well to users interested in exploring AI-generated music with its innovative approach.
More details about Jukebox
What is unique about Jukebox’s approach to music generation?
Jukebox takes a distinctive approach to music generation by directly modeling music as raw audio. This involves compressing the raw audio into a lower-dimensional space, generating new audio within this compressed space, and then up-sampling it back to raw audio format. This methodology empowers Jukebox to create a wide array of music and singing styles, showcasing its versatility and innovation in AI-driven music composition.
How diverse is the music generated by Jukebox?
Jukebox demonstrates its versatility by generating music across various genres and artist styles. Its capability spans a wide range of music and singing styles, and it can adeptly adapt to lyrics that were not encountered during its training phase.
How does Jukebox condition on audio?
Users have the option to condition Jukebox on a specific 12-second audio segment, setting the initial style or starting point. From there, Jukebox seamlessly generates the rest of the audio, maintaining the specified style throughout the composition.
How does Jukebox handle lyrics not seen during training?
Jukebox demonstrates the capability to adapt to unseen lyrics during its training phase, allowing it to generate music and singing styles that are responsive to the provided lyrics, even if they were not encountered during its training.
