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jukebox

8,033
1,457
Python

Project Description

Code for the paper "Jukebox: A Generative Model for Music"

jukebox: Code for the paper "Jukebox: A Generative Model for Music"

Project Title

jukebox — A Generative Model for Music Creation and Sampling

Overview

Jukebox is an open-source Python project that provides code for a generative model designed for music. Developed by OpenAI, it allows users to sample and generate music using deep learning techniques. The project stands out for its ability to create high-quality music samples and its potential applications in music production and research.

Key Features

  • Generative model for music creation
  • Supports sampling from scratch and continuing from previously generated codes
  • Utilizes deep learning and neural networks for music generation

Use Cases

  • Music producers using Jukebox to create unique music samples for their compositions
  • Researchers leveraging the model for studying music generation and its applications in AI
  • Educators using the project to teach students about the intersection of music and artificial intelligence

Advantages

  • High-quality music generation capabilities
  • Open-source and community-driven, allowing for continuous improvement and updates
  • Provides a platform for experimentation and innovation in music AI

Limitations / Considerations

  • The project is archived, meaning no further updates are expected
  • Requires significant computational resources, particularly for training the model
  • May encounter CUDA out-of-memory issues depending on the hardware used

Similar / Related Projects

  • Magenta: A project from TensorFlow that also focuses on music and art generation using machine learning, but with a broader scope including various art forms.
  • Music Transformer: A model specifically for music generation, part of the Magenta project, which uses a different approach to music creation.
  • GANSynth: A project that uses GANs for synthesizing raw audio waveforms, offering an alternative approach to music generation.

Basic Information


📊 Project Information

  • Project Name: jukebox
  • GitHub URL: https://github.com/openai/jukebox
  • Programming Language: Python
  • ⭐ Stars: 8,022
  • 🍴 Forks: 1,456
  • 📅 Created: 2020-04-29
  • 🔄 Last Updated: 2025-10-05

🏷️ Project Topics

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Project Information

Created on 4/29/2020
Updated on 11/18/2025