SSE reduction of float vector
c++, reduction, simd, sse, sum
Solution
Typically you generate 4 partial sums in your loop and then just sum horizontally across the 4 elements after the loop, e.g.
#include <cassert>
#include <cstdint>
#include <emmintrin.h>
float vsum(const float *a, int n)
{
float sum;
__m128 vsum = _mm_set1_ps(0.0f);
assert((n & 3) == 0);
assert(((uintptr_t)a & 15) == 0);
for (int i = 0; i < n; i += 4)
{
__m128 v = _mm_load_ps(&a[i]);
vsum = _mm_add_ps(vsum, v);
}
vsum = _mm_hadd_ps(vsum, vsum);
vsum = _mm_hadd_ps(vsum, vsum);
_mm_store_ss(&sum, vsum);
return sum;
}
Note: for the above example `a` must be 16 byte aligned and `n` must be a multiple of 4. If the alignment of `a` can not be guaranteed then use `_mm_loadu_ps` instead of `_mm_load_ps`. If `n` is not guaranteed to be a multiple of 4 then add a scalar loop at the end of the function to accumulate any remaining elements.
Problem
How can I get sum elements (reduction) of float vector using sse intrinsics? Simple serial code: ``` void(float *input, float &result, unsigned int NumElems) { result = 0; for(auto i=0; i<NumElems; ++i) result += input[i]; } ```