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roberto.alfieri:pub:vectorization

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Vectorization

Processor peak performance includes the speed-up provided by the vector instructions, but in order to exploit it you need specific programming techniques.

Auto-vectorization is the easiest and more portable way to get vectorization , but not all loops can be vectorized:

Some examples:

  • Loop with dependencies between iterations
for (i=1; i<MAX; i++) {
   d[i] = e[i] – a[i-1];
   a[i] = b[i] + c[i];
}
  • Complex loops
  • Function calls inside the loop:
    for (int i = 0; i < N; i++)   a[i] = foo(b[i]);
    
* Loops on data that are not aligned in the memory    
roberto.alfieri/pub/vectorization.1497376496.txt.gz · Ultima modifica: 13/06/2017 19:54 da roberto.alfieri