NVIDIA Unveils Dynamo: Powering Large Language Models on Cloud

Jul 16, 2025
Amazon Web Services
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Summary

NVIDIA introduces Dynamo, an open-source framework optimizing performance and scalability for large language models and generative AI applications on the cloud, featuring innovations like disaggregated prefill and decode phases, dynamic GPU management, efficient caching, and accelerated data transfer, showcasing deployment with DeepSeek-R1-Distill-8b on Amazon EKS.

Key Points

  • NVIDIA Dynamo is an open source inference framework designed to optimize performance and scalability for large language models (LLMs) and generative AI applications.
  • Dynamo features disaggregated prefill and decode phases, dynamic GPU resource management, efficient KV cache handling, and accelerated data transfer to boost LLM performance.
  • The article demonstrates how to deploy NVIDIA Dynamo with the DeepSeek-R1-Distill-8b model on Amazon EKS, leveraging services like Amazon EFS, EFA, and Karpenter for automated scaling.

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