VTA Tutorials

This page contains tutorials about VTA and how to use TVM/Relay to target VTA.

Simple Matrix Multiply

Simple Matrix Multiply

Get Started with VTA

Get Started with VTA

Compile Deep Learning Models

Deploy Pretrained Vision Model from MxNet on VTA

Deploy Pretrained Vision Model from MxNet on VTA

Deploy Pretrained Vision Detection Model from Darknet on VTA

Deploy Pretrained Vision Detection Model from Darknet on VTA

Optimize Tensor Operators

2D Convolution Optimization

2D Convolution Optimization

Matrix Multiply Blocking

Matrix Multiply Blocking

Auto tuning

Auto-tuning a ALU fused op on VTA

Auto-tuning a ALU fused op on VTA

Auto-tuning a convolutional network on VTA

Auto-tuning a convolutional network on VTA