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matmult_hls's Introduction

Matrix multiplication using HLS on Xilinx Vitis

HLS

High-level synthesis is an automated design process that takes an abstract behavioral specification of a digital system and find a register-transfer level structure that realizes the given behavior.

Optimization done using HLS pragmas.

Specifications

  • Matrix size: 100x100
  • Inputs: Generated and filled with random numbers in the testbench.
  • Target device: Artix7 100t (xa7a100t-csg324-1I)

Usage

  • Create a vitis project.
  • The opt_tb.c is equivalent of a "testbench" and should be added as a simulation source. It is common for both cases.
  • The other two files are sources. Add one of them as a source and run simulation and synthesis. Repeat with the other source file.

Report

Cycle count reduction and area blow up

Without optimization

Frequency Cycles LUT FF DSP
144.77 Mhz 1110001 558 591 3

With optimization

Frequency Cycles LUT FF DSP
144.59 Mhz 16051 1872321 747503 300

Vitis report for matmult_opt

matmult_opt

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