opencl

Pseudo-Random Number Generator Kernel Example

Parameters#

Parameter Details
__global unsigned int * rnd_buffer unsigned int is standardised by the OpenCL standard as being 32-bit
* __global means device’s main memory for read/write access
* rnd_buffer is just a name in scope of “opencl program”(not host but device)
## Using Thomas Wang’s integer hash function
Auxilliary function that takes a seed and evaluates:
uint wang_hash(uint seed)
{
        seed = (seed ^ 61) ^ (seed >> 16);
        seed *= 9;
        seed = seed ^ (seed >> 4);
        seed *= 0x27d4eb2d;
        seed = seed ^ (seed >> 15);
        return seed;
 }

another auxilliary function that uses it to initialize a buffer location shown by “id”:

 void wang_rnd_0(__global unsigned int * rnd_buffer,int id)                
 {
     uint maxint=0;
     maxint--;
     uint rndint=wang_hash(id);
     rnd_buffer[id]=rndint;
 }

and another doing extra float output between 0 and 1

 float wang_rnd(__global unsigned int * rnd_buffer,int id)                
 {
     uint maxint=0;
     maxint--; // not ok but works
     uint rndint=wang_hash(rnd_buffer[id]);
     rnd_buffer[id]=rndint;
     return ((float)rndint)/(float)maxint;
 }

Initializer kernel:

 __kernel void rnd_init(__global unsigned int * rnd_buffer)
 {
       int id=get_global_id(0);
       wang_rnd_0(rnd_buffer,id);  // each (id) thread has its own random seed now           
 }

Single iteration kernel:

 __kernel void rnd_1(__global unsigned int * rnd_buffer)
 {
      int id=get_global_id(0);

      // can use this to populate a buffer with random numbers 
      // concurrently on all cores of a gpu
      float thread_private_random_number=wang_rnd(rnd_buffer,id);
 }

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