Philipp Schmid • 6/28/2023

Optimize and Deploy BERT on AWS inferentia2

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This technical guide provides an end-to-end tutorial for optimizing a BERT model (specifically FinBERT) for deployment on AWS Inferentia2. It covers converting the model using Hugging Face's Optimum Neuron, creating a custom inference script, uploading to Amazon S3, deploying a real-time SageMaker endpoint, and achieving latency as low as 4ms for BERT-base.

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#Amazon Sagemaker #Model Optimization #Bert
Optimize and Deploy BERT on AWS inferentia2

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