Philipp Schmid • 8/16/2022

Accelerate BERT inference with DeepSpeed-Inference on GPUs

This technical tutorial demonstrates how to accelerate inference for Hugging Face Transformers models (BERT, RoBERTa) on GPUs using DeepSpeed-Inference. It covers setting up the environment, applying optimization techniques, and evaluating performance gains, specifically showing how to reduce latency for a BERT large model from 30ms to 10ms.

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#Transformers #Gpu #Inference Optimization