Summary
NVIDIA’s Jetson Generative AI Lab is a powerful tool that allows developers to explore the vast possibilities of generative AI in real-world settings using NVIDIA Jetson edge devices. This lab provides a comprehensive platform for discovering the latest generative AI models and applications, and learning how to run them on Jetson devices. Unlike other embedded platforms, Jetson is capable of running large language models (LLMs), vision transformers, and stable diffusion locally, making it a game-changer for edge AI applications.
Bringing Generative AI to Life with NVIDIA Jetson
NVIDIA recently unveiled the Jetson Generative AI Lab, a hub for discovering the latest generative AI models and applications and learning how to run them on Jetson devices. This lab is designed to empower developers to explore the limitless possibilities of generative AI in real-world settings with NVIDIA Jetson edge devices.
What is Generative AI?
Generative AI is a type of artificial intelligence that can generate new content, such as text, images, and videos, based on existing data. This technology has gained significant attention in recent years, with large language models (LLMs) being a key area of focus. LLMs are massive statistical models of our spoken language, which give them the capability to have human-like conversations.
NVIDIA Jetson and Generative AI
NVIDIA Jetson is a family of edge AI devices that are designed to run AI models locally, without the need for cloud connectivity. Unlike other embedded platforms, Jetson is capable of running large language models (LLMs), vision transformers, and stable diffusion locally. This makes it an ideal platform for edge AI applications, such as robotics, vision AI, and multimodal applications.
Jetson Generative AI Lab
The Jetson Generative AI Lab is a comprehensive platform that provides developers with the tools and resources they need to explore the latest generative AI models and applications. The lab includes tutorials, prebuilt containers, and a community forum where developers can share their ideas and showcase their creations.
Running LLMs on Jetson
One of the key features of the Jetson Generative AI Lab is the ability to run large language models (LLMs) locally on Jetson devices. This includes the largest Llama-2-70B model, which can be run on Jetson AGX Orin at interactive rates. The lab provides tutorials and resources on how to run LLMs on Jetson, including the use of 4-bit quantization to optimize performance.
Text Generation Tutorial
The text generation tutorial is one of the many tutorials available in the Jetson Generative AI Lab. This tutorial provides step-by-step instructions on how to run a text generation model on Jetson, including environment details and performance metrics. The tutorial uses the text-generation-webui, a popular Gradio-based web interface for running LLMs in a local environment.
Image Generation Tutorial
The image generation tutorial is another example of the many tutorials available in the Jetson Generative AI Lab. This tutorial provides step-by-step instructions on how to run an image generation model on Jetson, including environment details and performance metrics. The tutorial uses the Stable Diffusion model, which can generate high-quality images from text prompts.
Text Plus Vision Tutorial
The text plus vision tutorial is a more advanced tutorial that combines text and image generation. This tutorial provides step-by-step instructions on how to run a text plus vision model on Jetson, including environment details and performance metrics. The tutorial uses the Llava model, which can generate text and images based on input prompts.
Performance Metrics
The Jetson Generative AI Lab provides detailed performance metrics for each tutorial, including CPU, GPU, and memory usage. These metrics provide developers with valuable insights into the performance of their models and help them optimize their applications for edge AI deployment.
Table: Performance Metrics for Jetson Generative AI Tutorials
| Tutorial | CPU Usage | GPU Usage | Memory Usage |
|---|---|---|---|
| Text Generation | 20.37 | 91.3 | less than 1 |
| Image Generation | 52.6 | 99 | less than 1 |
| Text Plus Vision | 111.86 | 36.71 | less than 1 |
| NanoSAM | 982.13 | 6 | 12.64 |
Table: Jetson Devices and Their Capabilities
| Device | LLM Capability | VLM Capability | Stable Diffusion Capability |
|---|---|---|---|
| Jetson AGX Orin | 70B | yes | yes |
| Jetson Orin NX | 13B | yes | yes |
| Jetson Orin Nano | 7B | yes | yes |
Conclusion
The Jetson Generative AI Lab is a powerful tool that allows developers to explore the vast possibilities of generative AI in real-world settings using NVIDIA Jetson edge devices. With its comprehensive platform, tutorials, and prebuilt containers, the lab provides developers with the tools and resources they need to run the latest generative AI models and applications on Jetson devices. Whether you’re a developer, researcher, or enthusiast, the Jetson Generative AI Lab is an ideal platform for exploring the exciting world of generative AI.