1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141
|
#include <iostream>
#include <string>
#include <vector>
#include <stdlib.h> //rand
#include <math.h> //sqrt
#include "tbb/parallel_for.h"
#include "tbb/blocked_range.h"
#include "tbb/tick_count.h"
template <typename T>
class FSum {
T *array_;
T *sum_;
public:
FSum (T *array, T *sum) : array_(array), sum_(sum) {
*sum_ = T(0);
}
void operator () (const tbb::blocked_range<size_t> &r) const {
T *ptr = array_+r.begin();
T *array_end = array_+r.end();
T s=T(0);
for (; ptr!=array_end; ++ptr)
s += *ptr;
*sum_ += s;
}
};
template <typename T>
class FVar {
T *array_;
T *mean_;
T *sum_;
public:
FVar (T *array, T *mean, T*sum) : array_(array), mean_(mean), sum_(sum) {
*sum_ = T(0);
}
void operator () (const tbb::blocked_range<size_t> &r) const {
T *ptr = array_+r.begin();
T *array_end = array_+r.end();
T S=T(0);
T s;
for (; ptr!=array_end; ++ptr) {
s = *ptr-*mean_;
S += s*s;
}
*sum_ += S;
}
};
template <typename T>
std::vector<T> getArray (std::size_t N) {
std::vector<T> array(N);
for (std::size_t i=0; i<N; ++i)
array.push_back (T(rand()%1000));
return array;
}
template <typename T>
T getStdDev_tbb (std::vector<T> array, std::size_t n=1e6) {
T res=T(0);
T mean=T(0);
T var=T(0);
tbb::parallel_for (tbb::blocked_range<size_t> (0, array.size(), n),
FSum<T> (&(array[0]),&res));
mean = res/T(array.size());
tbb::parallel_for (tbb::blocked_range<size_t> (0, array.size(), n),
FVar<T> (&(array[0]),&mean,&res));
var = res/T(array.size()-1);
return T(sqrt(var));
}
template <typename T>
T getStdDev (std::vector<T> array) {
T sum=T(0);
T mean=T(0);
T var=T(0);
T *ptr = &(array[0]);
T *array_end = ptr+array.size();
for (; ptr!=array_end; ++ptr)
sum += *ptr;
mean = sum/T(array.size());
sum = T(0);
ptr = &(array[0]);
array_end = ptr+array.size();
for (; ptr!=array_end; ++ptr) {
T s = *ptr-mean;
sum += s*s;
}
var = sum/T(array.size()-1);
return T(sqrt(var));
}
template <typename T>
void test (std::size_t N, int n) {
std::vector<T> array = getArray<T>(N);
tbb::tick_count t0 = tbb::tick_count::now();
for (int i=0; i<n; i++)
getStdDev<T>(array);
tbb::tick_count t1 = tbb::tick_count::now();
for (int i=0; i<n; i++)
getStdDev_tbb<T>(array);
tbb::tick_count t2 = tbb::tick_count::now();
float duration0 = (t1-t0).seconds();
float duration1 = (t2-t1).seconds();
std::cout << duration0 << "\t100%" << std::endl;
std::cout << duration1 << "\t" << 100.0f*(duration1/duration0) << "%" << std::endl;
}
int main(int argc, char *argv[]) {
test<unsigned int> (1e8,2);
return 0;
} |
Partager