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Intel® Deep Learning Boost - Improve Inference Performance of BERT Base Model from Hugging Face for Network Security Technology Guide

Last Updated: Jan 10, 2023

PyTorch* is one of the widely used deep-learning frameworks. To boost the performance under Intel® hardware, Intel provides the open-source Intel® Extension for PyTorch* (IPEX) with latest feature optimizations. This guide illustrates how to use PyTorch and Intel IPEX tool to boost deep-learning inference performance on Hugging Face BERT base model (cased). The guide also shows a gen-2-gen performance comparison between the 3rd Gen Intel® Xeon® Scalable processor and the 4th Gen Intel® Xeon® Scalable processor.

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Categories Open Source Solutions Intel Technologies and Platforms Accelerators 3rd gen Intel Xeon Scalable processor 4th gen Intel Xeon Scalable processor Network Location Hybrid Cloud Data Center On Premises Core Network Network Technologies Network Edge SD-WAN/uCPE Network Security AI and Automation Optimizations IPEX Verticals/Industries Industrial Telecommunications Enterprise Cloud Service Providers VNFS and CNFs Wide Area Network (WAN) Optimization Workloads and Use cases Artificial Intelligence (AI) Security SD-WAN and uCPE Secure Access Service Edge (SASE)