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roberto.alfieri:pub:vectorization [12/06/2017 16:37] โ€“ creata roberto.alfieriroberto.alfieri:pub:vectorization [14/06/2017 11:30] โ€“ roberto.alfieri
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-===== Vectorization =====+====== Vectorization ======
  
 +[[ http://www.training.prace-ri.eu/uploads/tx_pracetmo/intel_mic_optimization.pdf | Introduction to Intel scalable architectures ]]
 +
 +
 +Processor peak performance includes the speed-up provided by the vector instructions, 
 +but in order  to exploit it you need  specific programming techniques.
 +
 +
 +
 +{{:roberto.alfieri:pub:vectortrend.png?200|}}
 +
 +
 +
 +
 +
 +{{:roberto.alfieri:pub:waytovectorize.png?200|}}
 +
 +
 +
 +Auto-vectorization is the easiest and more portable way to get vectorization.
 +
 +The compiler recognize several vectiorization options.
 +
 +Main vectorization options: 
 +
 +^      Intel compiler   ^  
 +^ KNL      | -xMIC-AVX512 
 +^ BDW      | -xCORE-AVX2   |
 +^ Disable  | -no-vec       |
 +
 +Not all loops can be vectorized:
 +
 +Some examples: 
 +
 +  * Loop with dependencies between iterations
 +
 +<code>
 +for (i=1; i<MAX; i++) {
 +   d[i] = e[i] โ€“ a[i-1];
 +   a[i] = b[i] + c[i];
 +}
 +</code>
 +
 +
 +  * 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 memory    
 +  
roberto.alfieri/pub/vectorization.txt ยท Ultima modifica: 14/06/2017 11:30 da roberto.alfieri

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