Nano How-to Guides¶
Note
This page is still a work in progress. We are adding more guides.
In Nano How-to Guides, you could expect to find multiple task-oriented, bite-sized, and executable examples. These examples will show you various tasks that BigDL-Nano could help you accomplish smoothly.
Training Optimization¶
PyTorch Lightning¶
How to accelerate a PyTorch Lightning application on training workloads through multiple instances
How to use the channels last memory format in your PyTorch Lightning application for training
How to conduct BFloat16 Mixed Precision training in your PyTorch Lightning application
How to accelerate a computer vision data processing pipeline
Inference Optimization¶
PyTorch¶
How to accelerate a PyTorch inference pipeline through ONNXRuntime
How to accelerate a PyTorch inference pipeline through OpenVINO
How to quantize your PyTorch model for inference using Intel Neural Compressor
How to quantize your PyTorch model for inference using OpenVINO Post-training Optimization Tools