NVIDIA has unveiled Dynamo library for accelerating inference, which can boost execution speed up to 30 times using KV cache. KV cache is a critical approach widely adopted by many service providers to accelerate service delivery. The runtime system stores the latest message execution status, allowing users to retrieve the status instantly when chatting again without reprocessing all previous messages.
Dynamo has the capability to store runtime status in memory or cost-effective storage. When users return to continue the conversation, they can send requests back to the original machine that stored the chat status. Another feature of Dynamo is disaggregated serving, which separates input understanding from response generation. Each component is fine-tuned separately, resulting in a high overall model capability but fast response time.
Although Dynamo is open-source, it is also available for organizational sale through NVIDIA NIM for those who require support, security patches, and stable versions.
TLDR: NVIDIA introduces Dynamo library for accelerated inference, utilizing KV cache and features like disaggregated serving for improved performance and faster response times. Available for organizational purchase through NVIDIA NIM.
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