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0.9.dev0

Getting Started

  • Installing TVM
  • Contributor Guide

User Guide

  • User Tutorial
  • How To Guides

Developer Guide

  • Developer Tutorial
  • Developer How-To Guide

Architecture Guide

  • Design and Architecture

Topic Guides

  • microTVM: TVM on bare-metal
  • VTA: Versatile Tensor Accelerator
    • VTA Installation Guide
    • VTA Design and Developer Guide
    • VTA Tutorials
      • Simple Matrix Multiply
      • Get Started with VTA
      • Compile Deep Learning Models
        • Deploy Pretrained Vision Model from MxNet on VTA
        • Deploy Pretrained Vision Detection Model from Darknet on VTA
      • Optimize Tensor Operators
        • 2D Convolution Optimization
        • Matrix Multiply Blocking
      • Auto tuning
        • Auto-tuning a ALU fused op on VTA
        • Compile network
        • Set Tuning Options
        • Auto-tuning a convolutional network on VTA
    • Literature

Reference Guide

  • Language Reference
  • Python API
  • Other APIs
  • Publications
  • Index
Table of content
  • Docs >
  • VTA: Versatile Tensor Accelerator >
  • VTA Tutorials
  • viewsource

VTA Tutorials¶

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

../../../_images/sphx_glr_matrix_multiply_thumb.png

Simple Matrix Multiply¶

../../../_images/sphx_glr_vta_get_started_thumb.png

Get Started with VTA¶

Compile Deep Learning Models¶

../../../_images/sphx_glr_deploy_classification_thumb.png

Deploy Pretrained Vision Model from MxNet on VTA¶

../../../_images/sphx_glr_deploy_detection_thumb.png

Deploy Pretrained Vision Detection Model from Darknet on VTA¶

Optimize Tensor Operators¶

../../../_images/sphx_glr_convolution_opt_thumb.png

2D Convolution Optimization¶

../../../_images/sphx_glr_matrix_multiply_opt_thumb.png

Matrix Multiply Blocking¶

Auto tuning¶

../../../_images/sphx_glr_tune_alu_vta_thumb.png

Auto-tuning a ALU fused op on VTA¶

../../../_images/sphx_glr_tune_relay_vta_thumb.png

Auto-tuning a convolutional network on VTA¶

Gallery generated by Sphinx-Gallery

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