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.

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#Hugging Face #LLM Inference #Amazon Sagemaker
Scale LLM Inference on Amazon SageMaker with Multi-Replica Endpoints

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