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dm's Introduction

dm

About

dm is a numeric algorithm library featuring instructional level optimization using Intel ISPC.

As so far, the following instructional parallel algorithm routine is provided:

  • Parallel matrix multiplication, which accelerate the C/C++ implement 2.2x;
  • square matrix LUP decompose and matrix inverse, which accelerate 1.2x compare to C/C++ implement;
  • matrix inplace tranpose alogrithm, which shall be 1.0x faster than C/C++ implement, althrough have not tested yet.

More parallel implement will be included in future.

Optimization note

  • dm use implicit CPU L1 cache line size of 64B per way, 8 ways per group to perform matrix sub-block subdivision strategy in some implementations(such as matrix multiplication and inplace transpose);
  • We link multiple instruction set object files into a one unified library and use Intel ISPC runtime to perfrom runtime code selection based on runtime most advanced IA set available(from AVX2 down to SSE2);

dm's People

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