Philipp Schmid 1/11/2024

Scale LLM Inference on Amazon SageMaker with Multi-Replica Endpoints

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This technical tutorial explains how to use Amazon SageMaker's new Hardware Requirements object to deploy multiple replicas of a Large Language Model (LLM), like Llama 13B, on a single instance (e.g., p4d.24xlarge). It covers setup with the SageMaker SDK, configuring the Hugging Face LLM DLC, and deploying models to optimize inference performance and cost.

Scale LLM Inference on Amazon SageMaker with Multi-Replica Endpoints

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