internal static double Dot(FloatArrayVector x, SparseVector y)
{
double sum = 0;
int xlen = x.Length;
int ylen = y.Length;
int i = 0;
int j = 0;
while (i < xlen && j < ylen)
{
if (i == y.indices[j])
{
sum += x.values[i++] * y.values[j++];
}
else
{
if (i > y.indices[j])
{
++j;
}
else
{
++i;
}
}
}
return(sum);
}
internal static double Dot(FloatArrayVector x, FloatArrayVector y)
{
double sum = 0;
for (int i = 0; i < x.Length; i++) {
sum += x.values[i] * y.values[i];
}
return sum;
}
internal static double Dot(FloatArrayVector x, DoubleArrayVector y)
{
double sum = 0;
for (int i = 0; i < x.Length; i++)
{
sum += x.values[i] * y.values[i];
}
return(sum);
}
internal static double SumSquaredDiffs(FloatArrayVector x, DoubleArrayVector y)
{
double sum = 0;
for (int i = 0; i < x.Length; i++)
{
double d = x.values[i] - y.values[i];
sum += d * d;
}
return(sum);
}
public override double SumSquaredDiffs(BaseVector y)
{
if ((y is SparseVector))
{
return(SparseVector.SumSquaredDiffs(this, (SparseVector)y));
}
if ((y is FloatArrayVector))
{
return(FloatArrayVector.SumSquaredDiffs((FloatArrayVector)y, this));
}
return(SumSquaredDiffs(this, (DoubleArrayVector)y));
}
public override double Dot(BaseVector y)
{
if ((y is SparseVector))
{
return(SparseVector.Dot(this, (SparseVector)y));
}
if ((y is FloatArrayVector))
{
return(FloatArrayVector.Dot((FloatArrayVector)y, this));
}
return(Dot(this, (DoubleArrayVector)y));
}
internal static double SumSquaredDiffs(FloatArrayVector x, SparseVector y)
{
double sum = 0;
int xlen = x.Length;
int ylen = y.Length;
int i = 0;
int j = 0;
while (i < xlen && j < ylen)
{
if (i == y.indices[j])
{
double d = x.values[i++] - y.values[j++];
sum += d * d;
}
else if (i > y.indices[j])
{
sum += y.values[j] * y.values[j];
++j;
}
else
{
sum += x.values[i] * x.values[i];
++i;
}
}
while (i < xlen)
{
sum += x.values[i] * x.values[i];
++i;
}
while (j < ylen)
{
sum += y.values[j] * y.values[j];
++j;
}
return(sum);
}
internal static double SumSquaredDiffs(FloatArrayVector x, FloatArrayVector y)
{
double sum = 0;
for (int i = 0; i < x.Length; i++) {
double d = x.values[i] - y.values[i];
sum += d * d;
}
return sum;
}
internal static double SumSquaredDiffs(FloatArrayVector x, SparseVector y)
{
double sum = 0;
int xlen = x.Length;
int ylen = y.Length;
int i = 0;
int j = 0;
while (i < xlen && j < ylen){
if (i == y.indices[j]){
double d = x.values[i++] - y.values[j++];
sum += d*d;
} else if (i > y.indices[j]){
sum += y.values[j]*y.values[j];
++j;
} else{
sum += x.values[i]*x.values[i];
++i;
}
}
while (i < xlen){
sum += x.values[i]*x.values[i];
++i;
}
while (j < ylen){
sum += y.values[j]*y.values[j];
++j;
}
return sum;
}
internal static double Dot(FloatArrayVector x, SparseVector y)
{
double sum = 0;
int xlen = x.Length;
int ylen = y.Length;
int i = 0;
int j = 0;
while (i < xlen && j < ylen){
if (i == y.indices[j]){
sum += x.values[i++]*y.values[j++];
} else{
if (i > y.indices[j]){
++j;
} else{
++i;
}
}
}
return sum;
}