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Computer Architecture Course Final Project - Array Calculation Acceleration

Acceleration method used:

  • Memory locality: Input matrix reorganized
  • Parallel (OpenMP with no more than 4 processing cores): Both gaussian filter and power law transformation.
  • Look Up Table: Only in power law transformation.

Original source file is before_optimize.cpp

Accelerated source file is after_optimize.cpp

If you want more fun, checkout the playground branch!

Compile and Run

All things you need to run these file is a up-to-date C++ compiler. If you are using g++ compiler and make tool, that you can use make file here to run the code.

Compile command of g++ for reference:

g++ -g -Wall -O0 -std=c++23 -march=native -fopenmp -o after_optimize after_optimize.cpp
  • -std=c++23: Older version of C++ might be compatible but you should keep it as new as possible because lambda expression is only supported in modern C++.

  • -march=native: If you want a portable executable, remove this option.

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