I need to perform Gaussian Elimination using SSE and I am not sure how to access each element(32 bits) from the 128 bit registers(each storing 4 elements). This is the original code(without using SSE):
unsigned int i, j, k;
for (i = 0; i < num_elements; i ++) /* Copy the contents of the A matrix into the U matrix. */
for(j = 0; j < num_elements; j++)
U[num_elements * i + j] = A[num_elements*i + j];
for (k = 0; k < num_elements; k++){ /* Perform Gaussian elimination in place on the U matrix. */
for (j = (k + 1); j < num_elements; j++){ /* Reduce the current row. */
if (U[num_elements*k + k] == 0){
printf("Numerical instability detected. The principal diagonal element is zero. \n");
return 0;
}
/* Division step. */
U[num_elements * k + j] = (float)(U[num_elements * k + j] / U[num_elements * k + k]);
}
U[num_elements * k + k] = 1; /* Set the principal diagonal entry in U to be 1. */
for (i = (k+1); i < num_elements; i++){
for (j = (k+1); j < num_elements; j++)
/* Elimnation step. */
U[num_elements * i + j] = U[num_elements * i + j] -\
(U[num_elements * i + k] * U[num_elements * k + j]);
U[num_elements * i + k] = 0;
}
}
Okay I'm getting segmentation fault[core dumped] with this code. I'm new to SSE. Can someone help? Thanks.
int i,j,k;
__m128 a_i,b_i,c_i,d_i;
for (i = 0; i < num_rows; i++)
{
for (j = 0; j < num_rows; j += 4)
{
int index = num_rows * i + j;
__m128 v = _mm_loadu_ps(&A[index]); // load 4 x floats
_mm_storeu_ps(&U[index], v); // store 4 x floats
}
}
for (k = 0; k < num_rows; k++){
a_i= _mm_load_ss(&U[num_rows*k+k]);
for (j = (4*k + 1); j < num_rows; j+=4){
b_i= _mm_loadu_ps(&U[num_rows*k+j]);// Reduce the currentrow.
if (U[num_rows*k+k] == 0){
printf("Numerical instability detected.);
}
/* Division step. */
b_i = _mm_div_ps(b_i, a_i);
}
a_i = _mm_set_ss(1);
for (i = (k+1); i < num_rows; i++){
d_i= _mm_load_ss(&U[num_rows*i+k]);
for (j = (4*k+1); j < num_rows; j+=4){
c_i= _mm_loadu_ps(&U[num_rows*i+j]); /* Elimnation step. */
b_i= _mm_loadu_ps(&U[num_rows*k+j]);
c_i = _mm_sub_ps(c_i, _mm_mul_ss(b_i,d_i));
}
d_i= _mm_set_ss(0);
}
}
In order to get you started, your first loop should be more like this:
for (i = 0; i < num_elements; i++)
{
for (j = 0; j < num_elements; j += 4)
{
int index = num_elements * i + j;
__m128i v = _mm_loadu_ps((__m128i *)&A[index]); // load 4 x floats
_mm_storeu_ps((__m128i *)&U[index], v); // store 4 x floats
}
}
This assumes that num_elements
is a multiple of 4, and that neither A
nor U
is correctly aligned.
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