Deploy AudioCraft on NVIDIA Jetson: Generate High-Quality Audio and Music.

Welcome to the exciting world of music generation, where artificial intelligence meets creativity to craft sounds like never before. Whether you’re a beginner dabbling in music production, an intermediate looking to spice up your compositions, or an expert in search of the latest in AI-generated music, MusicGen offers something for everyone and to those who are looking forward to the newest technology. We can use reComputer to generate music anytime we use musicGen. Let’s embark on a journey through its capabilities and how you can harness its power.

MusicGen Demo:

What you need!

  • One of the following Jetson devices:
    Jetson AGX Orin (64GB) Jetson AGX Orin (32GB) Jetson Orin Nano (8GB)
  • Running one of the following versions of JetPack: JetPack 5 (L4T r35.x)
    Noted that all reComputer series have already been pre-installed with Jetpack 5.1.1 on the included NVMe SSD. If you are going to use the AGX Orin developer kit for this project, please check out the wiki first to flash the specific jetpack version on your device.
  • Sufficient storage space (preferably with NVMe SSD).

At its core, MusicGen utilizes transformer decoder models to generate music. Depending on your needs and the resources at your disposal, you can choose from several variants:

Facebook/musicgen-small: A 300M parameter model, perfect for those just starting out or with limited computing resources.

Facebook/musicgen-medium: With 1.5B parameters, this model offers a balance between complexity and performance.

Facebook/musicgen-melody: Another 1.5B parameter model, but with the added capability of melody conditioning, ideal for intermediate users looking to generate music based on specific tunes.

Facebook/musicgen-large: The most complex variant with 3.3B parameters, designed for experts seeking the highest quality output.

For demonstration purposes, we used the “small” variant, but feel free to explore the others as you grow more comfortable with the platform.

Setting Up MusicGen on Jetson

Getting MusicGen up and running on your Jetson device involves several steps, from initializing the model to setting up generation parameters. Thanks to the Audiocraft library, this process is streamlined, allowing you to focus on the creative aspects of music production.

For detailed setup instructions and code, visit the official NVIDIA container.

 At its core lies the NVIDIA Jetson hardware, powered by the JetPack SDK, which provides the necessary computational muscle. The entire system is encapsulated within a Docker container, ensuring portability and consistency. Users interact with the application layer(APIs, input validation, task management, output handling,…etc), accessible via a web server or user-friendly UI, where they specify inputs for music generation. These inputs are then processed by an optimized MusicGen model in the backend, leveraging Jetson GPU acceleration capabilities. The resulting music is delivered as audio files, either played back through connected devices or stored for future use.

MusicGen involves initializing the model and setting up the generation parameters. This process is made straightforward through the audiocraft library, which provides the necessary tools to bring your musical visions to life.

Customizing Your Experience

MusicGen offers a wide array of customizable parameters, enabling you to fine-tune the music generation process to fit your creative needs. These include:

  • use_sampling (bool, optional): use sampling if True, else do argmax decoding. Defaults to True.
  • top_k (int, optional): top_k used for sampling. Defaults to 250.
  • top_p (float, optional): top_p used for sampling, when set to 0 top_k is used. Defaults to 0.0.
  • temperature (float, optional): softmax temperature parameter. Defaults to 1.0.
  • duration (float, optional): duration of the generated waveform. Defaults to 30.0.
  • cfg_coef (float, optional): coefficient used for classifier-free guidance. Defaults to 3.0.

When left unchanged, MusicGen will revert to its default parameters.

Generating Music Across Modes

MusicGen is not just a tool but a creative partner that supports various modes of music generation, we can use any one of them:

  • Unconditional Generation: Create music from scratch without any predefined conditions, perfect for when you’re looking for pure inspiration.
  • Music Continuation: Extend an existing piece, seamlessly adding to your musical ideas.
  • Text-conditional Generation: Bring your descriptions to life by generating music that matches text-based prompts, ideal for achieving specific atmospheres or genres.
  • Melody-conditional Generation: Start with a melody and let MusicGen compose a full piece around it, offering a unique blend of human creativity and AI sophistication.

MusicGen and NVIDIA Jetson, especially when paired with our reComputer Jetson Orin series, offers a powerful edge device for anyone looking to explore the future of music. These devices are not just powerful, they’re designed to efficiently handle the complex computations and inference required by advanced AI models, making music generation simpler and more accessible than ever. Whether you’re creating soundtracks, experimenting with genres, or simply exploring your creativity, these technologies provide an unparalleled platform for innovation.

In conclusion, the NVIDIA Jetson AGX Orin’s powerful AI capabilities, coupled with its efficiency and versatility, make it the perfect engine to power MusicGen. It provides musicians, producers, and creatives with a reliable and potent tool to explore the new frontiers of AI-driven music creation, offering a glimpse into the future of musical innovation.

Seeed NVIDIA Jetson Ecosystem

Seeed is an Elite partner for edge AI in the NVIDIA Partner Network. Explore more carrier boards, full system devices, customization services, use cases, and developer tools on Seeed’s NVIDIA Jetson ecosystem page.

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March 2024