AutoSA Examples

This page covers a list of design exmaples to get you familiar with the AutoSA compilation process. Examples are divided into two categories:

• Small Designs: These designs are limited in the problem size so that you could easily verify and synthesize the design within hours.

• Large Designs: These designs are used for demonstrating the performance of AutoSA-generated designs, and it may take more than days for verification and synthesis flow.

Small Designs

• Matrix Multiplication (Small)
• Convolutional Neural Network (Single Layer, Small)
• LU Decomposition (Small)
• Matrix Multiplication in int16 (Small)
• Matrix Multiplication with HBM (Small)
• DNN Operators (Small)

Large Designs

• Matrix Multiplication (Large)
• Convolutional Neural Network (Single Layer, Large)
• Matrix Multiplication in int16 (Large)
• Matrix Multiplication in int8 (Large)
• Matricized Tensor Times Khatri-Rao Product (MTTKRP) (Large)
• Chain of Tensor-matrix multiplications (TTMc) (Large)