ACE-Step / Codi

Codi is a desktop application created by domestic developers to package the ACE-Step model. It can run locally with just an RTX 3060Ti 8GB GPU, eliminating the need for high-end hardware. The tool supports full song generation, including vocals, lyrics, and accompaniment, with tracks lasting up to over 4 minutes. Users can precisely control parameters such as BPM, key, and time signature. Licensed under the MIT license, it is fully suitable for commercial use. Since no data leaves the local device and there is no censorship involved, the marginal cost approaches zero, making it ideal for individual music creators to produce songs at no cost.