

Stable Audio ControlNet
Overview :
Stable Audio ControlNet is a music generation model based on Stable Audio Open, fine-tuned with DiT ControlNet. It can operate on GPUs with 16GB VRAM and supports audio control. Although still in development, it is capable of generating and controlling music, offering significant technical implications and application potential.
Target Users :
The target audience includes music producers, audio engineers, and researchers interested in music generation technology. This model assists them in generating specific music segments through audio control, enhancing the efficiency and flexibility of music creation.
Use Cases
Generate specific styles of drum accompaniment using Stable Audio ControlNet.
Use audio control to create music that fits particular emotions or atmospheres.
In music production, generate a base music structure with the model and then refine it manually.
Features
Generates and fine-tunes music using the ControlNet architecture.
Supports training and generation on GPUs of various sizes.
Allows for model training and generation using audio conditions.
Provides example code for training and inference.
Supports passing audio and other conditions through a condition dictionary.
The model is still under development, with more features and improvements to be added in the future.
How to Use
Firstly, ensure that the necessary dependencies are installed, including the latest version of torchaudio.
Set up environment variables and prepare datasets according to the instructions in the README.md file.
Initialize the ControlNet model following the example code, adjusting parameters as needed.
Disable parts of the model that do not require training, optimizing only the ControlNet adapter.
During training, pass audio conditions as part of the condition dictionary to the model.
Conduct model training while monitoring the process and adjusting hyperparameters as necessary.
Use the generation function for music creation, setting generation steps and conditions as required.
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