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