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/** @file mathop.tc
** @brief Math operations - Template Definition
** @author Andrea Vedaldi
**/
#include "float.th"
#undef COMPARISONFUNCTION_TYPE
#if (FLT == VL_TYPE_FLOAT)
#define COMPARISONFUNCTION_TYPE VlFloatVectorComparisonFunction
#else
#define COMPARISONFUNCTION_TYPE VlDoubleVectorComparisonFunction
#endif
/* ---------------------------------------------------------------- */
VL_EXPORT T
VL_XCAT(_vl_distance_l2_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T d = *X++ - *Y++ ;
acc += d * d ;
}
return acc ;
}
VL_EXPORT T
VL_XCAT(_vl_distance_l1_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T d = *X++ - *Y++ ;
acc += VL_MAX(d, -d) ;
}
return acc ;
}
VL_EXPORT T
VL_XCAT(_vl_distance_chi2_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T a = *X++ ;
T b = *Y++ ;
T delta = a - b ;
T denom = (a + b) ;
T numer = delta * delta ;
if (denom) {
T ratio = numer / denom ;
acc += ratio ;
}
}
return acc ;
}
VL_EXPORT T
VL_XCAT(_vl_kernel_l2_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T a = *X++ ;
T b = *Y++ ;
acc += a * b ;
}
return acc ;
}
VL_EXPORT T
VL_XCAT(_vl_kernel_l1_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T a = *X++ ;
T b = *Y++ ;
T a_ = VL_XCAT(vl_abs_, SFX) (a) ;
T b_ = VL_XCAT(vl_abs_, SFX) (b) ;
acc += a_ + b_ - VL_XCAT(vl_abs_, SFX) (a - b) ;
}
return acc / ((T)2) ;
}
VL_EXPORT T
VL_XCAT(_vl_kernel_chi2_, SFX)
(vl_size dimension, T const * X, T const * Y)
{
T const * X_end = X + dimension ;
T acc = 0.0 ;
while (X < X_end) {
T a = *X++ ;
T b = *Y++ ;
T denom = (a + b) ;
if (denom) {
T numer = 2 * a * b ;
T ratio = numer / denom ;
acc += ratio ;
}
}
return acc ;
}
/* ---------------------------------------------------------------- */
VL_EXPORT COMPARISONFUNCTION_TYPE
VL_XCAT(vl_get_vector_comparison_function_, SFX)(VlVectorComparisonType type)
{
COMPARISONFUNCTION_TYPE function = 0 ;
switch (type) {
case VlDistanceL2 : function = VL_XCAT(_vl_distance_l2_, SFX) ; break ;
case VlDistanceL1 : function = VL_XCAT(_vl_distance_l1_, SFX) ; break ;
case VlDistanceChi2 : function = VL_XCAT(_vl_distance_chi2_, SFX) ; break ;
case VlKernelL2 : function = VL_XCAT(_vl_kernel_l2_, SFX) ; break ;
case VlKernelL1 : function = VL_XCAT(_vl_kernel_l1_, SFX) ; break ;
case VlKernelChi2 : function = VL_XCAT(_vl_kernel_chi2_, SFX) ; break ;
default: assert(0) ; break ;
}
#ifdef VL_SUPPORT_SSE2
if (vl_cpu_has_sse2() && vl_get_simd_enabled()) {
switch (type) {
case VlDistanceL2 : function = VL_XCAT(_vl_distance_l2_sse2_, SFX) ; break ;
case VlDistanceL1 : function = VL_XCAT(_vl_distance_l1_sse2_, SFX) ; break ;
case VlDistanceChi2 : function = VL_XCAT(_vl_distance_chi2_sse2_, SFX) ; break ;
case VlKernelL2 : function = VL_XCAT(_vl_kernel_l2_sse2_, SFX) ; break ;
case VlKernelL1 : function = VL_XCAT(_vl_kernel_l1_sse2_, SFX) ; break ;
case VlKernelChi2 : function = VL_XCAT(_vl_kernel_chi2_sse2_, SFX) ; break ;
default: /* if no driver is provided, fallback to baseline */ break ;
}
}
#endif
return function ;
}
/* ---------------------------------------------------------------- */
VL_EXPORT void
VL_XCAT(vl_eval_vector_comparison_on_all_pairs_, SFX)
(T * result, vl_size dimension,
T const * X, vl_size numDataX,
T const * Y, vl_size numDataY,
COMPARISONFUNCTION_TYPE function)
{
int xi ;
int yi ;
assert (X) ;
if (numDataX == 0) return ;
if (Y) {
if (numDataY == 0) return ;
for (yi = 0 ; yi < numDataY ; ++ yi) {
for (xi = 0 ; xi < numDataX ; ++ xi) {
*result++ = (*function)(dimension, X, Y) ;
X += dimension ;
}
X -= dimension * numDataX ;
Y += dimension ;
}
} else {
T * resultTransp = result ;
Y = X ;
for (yi = 0 ; yi < numDataX ; ++ yi) {
for (xi = 0 ; xi <= yi ; ++ xi) {
T z = (*function)(dimension, X, Y) ;
X += dimension ;
*result = z ;
*resultTransp = z ;
result += 1 ;
resultTransp += numDataX ;
}
X -= dimension * (yi + 1) ;
Y += dimension ;
result += numDataX - (yi + 1) ;
resultTransp += 1 - (yi + 1) * numDataX ;
}
}
}