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Yang Wang fd1da60251 Add Nano doc structure and Nano overview (#4504) 
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BigDL-Nano PyTorch Overview

BigDL-Nano can be used to accelerate PyTorch or PyTorch-Lightning applications on both training and inference workloads. The optimizations in BigDL-Nano are delivered through a extended version of PyTorch-Lightning Trainer. These optimizations are either enabled by default, or can be easily turned on by setting a parameter or calling a method.

PyTorch Training

Best Known Configurations

BigDL-Nano PyTorch Trainer

Intel® Extension for PyTorch

Multi-instance Training

Optimized Data pipeline

Optimizers

Notebooks

PyTorch Inference

Runtime Acceleration

Quantization

Notebooks