Artificial intelligence models are becoming more complex and often need to work together to answer questions quickly for many users at the same time. To keep up, companies need ways to serve AI results faster and more efficiently across many computers.
Kubernetes is a popular system that helps manage applications across computer clusters. It has become important not only for training large AI models but now for running powerful AI inference too. Inference is what happens when you ask an AI a question and it gives you an answer. The new NVIDIA Dynamo platform works with Kubernetes to make it much simpler to manage AI inference on single computers and across many connected computers.
One big improvement is a technique called disaggregated serving. This means that each part of the AI process, such as understanding the question or generating a response, can run on different computers that are set up for each task. This approach makes everything more efficient and faster. For example, some companies have doubled their AI speed for tasks like generating computer code without needing to buy more hardware. These improvements help save money and allow AIs to handle more requests.
Cloud providers like Amazon Web Services, Google Cloud, Oracle Cloud, and others now integrate NVIDIA Dynamo into their platforms. This lets customers scale their AI services to handle more users and bigger models with reliable performance. Smaller cloud companies are also adopting these tools to serve growing AI workloads.
NVIDIA Dynamo also includes a tool called NVIDIA Grove. Grove makes it easy for developers to describe their AI inference setup in a simple way. For example, a developer can say how many computers are needed for each part of the AI process, and Grove will automatically organize everything. It will make sure the right computers work together, start tasks in the correct order, and keep everything running smoothly so that the AI responds quickly.
With these advances, developers can build and run powerful AI applications on large clusters of computers more easily than ever before. NVIDIA Dynamo and Grove are helping make AI faster, more affordable, and ready for real-world use in modern data centers.
Original article and image: https://blogs.nvidia.com/blog/think-smart-dynamo-ai-inference-data-center/
