public override DoubleMatrix1D ZMult(DoubleMatrix1D y, DoubleMatrix1D z, double alpha, double beta, Boolean transposeA)
{
int m = Rows;
int n = Columns;
if (transposeA)
{
m = Columns;
n = Rows;
}
Boolean ignore = (z == null);
if (z == null)
{
z = new DenseDoubleMatrix1D(m);
}
if (!(!this.IsView && y is DenseDoubleMatrix1D && z is DenseDoubleMatrix1D))
{
return(base.ZMult(y, z, alpha, beta, transposeA));
}
if (n != y.Size || m > z.Size)
{
throw new ArgumentException(String.Format(Cern.LocalizedResources.Instance().Exception_IncompatibleArgs, ((transposeA ? ViewDice() : this).ToStringShort()), y.ToStringShort(), z.ToStringShort()));
}
if (!ignore)
{
z.Assign(F1.Mult(beta / alpha));
}
DenseDoubleMatrix1D zz = (DenseDoubleMatrix1D)z;
double[] zElements = zz.Elements;
int zStride = zz.Stride;
int zi = z.Index(0);
DenseDoubleMatrix1D yy = (DenseDoubleMatrix1D)y;
double[] yElements = yy.Elements;
int yStride = yy.Stride;
int yi = y.Index(0);
if (yElements == null || zElements == null)
{
throw new NullReferenceException();
}
ForEachNonZero(
new Cern.Colt.Function.IntIntDoubleFunction((i, j, value) =>
{
if (transposeA)
{
int tmp = i; i = j; j = tmp;
}
zElements[zi + zStride * i] += value * yElements[yi + yStride * j];
//z.setQuick(row,z.getQuick(row) + value * y.getQuick(column));
//Console.WriteLine("["+i+","+j+"]-->"+value);
return(value);
}
));
if (alpha != 1)
{
z.Assign(F1.Mult(alpha));
}
return(z);
}
/// <summary>
/// Linear algebraic matrix-vector multiplication; <tt>z = alpha * A * y + beta*z</tt>.
/// </summary>
/// <param name="y">
/// The ource vector.
/// </param>
/// <param name="z">
/// The vector where results are to be stored. Set this parameter to <tt>null</tt> to indicate that a new result vector shall be constructed.
/// </param>
/// <param name="alpha">
/// The alpha.
/// </param>
/// <param name="beta">
/// The beta.
/// </param>
/// <param name="transposeA">
/// Whether A must be transposed.
/// </param>
/// <returns>
/// z (for convenience only).
/// </returns>
/// <exception cref="ArgumentOutOfRangeException">
/// If <tt>A.columns() != y.size() || A.rows() > z.size())</tt>.
/// </exception>
public override DoubleMatrix1D ZMult(DoubleMatrix1D y, DoubleMatrix1D z, double alpha, double beta, bool transposeA)
{
if (transposeA)
{
return(ViewDice().ZMult(y, z, alpha, beta, false));
}
if (z == null)
{
z = new DenseDoubleMatrix1D(Rows);
}
if (!(y is DenseDoubleMatrix1D) && z is DenseDoubleMatrix1D)
{
return(base.ZMult(y, z, alpha, beta, false));
}
if (Columns != y.Size || Rows > z.Size)
{
throw new ArgumentException("Incompatible args: " + this + ", " + y + ", " + z);
}
var yy = (DenseDoubleMatrix1D)y;
var zz = (DenseDoubleMatrix1D)z;
double[] aElems = Elements;
double[] yElems = yy.Elements;
double[] zElems = zz.Elements;
if (aElems == null || yElems == null || zElems == null)
{
throw new ApplicationException();
}
int _as = ColumnStride;
int ys = yy.Stride;
int zs = zz.Stride;
int indexA = Index(0, 0);
int indexY = yy.Index(0);
int indexZ = zz.Index(0);
int cols = Columns;
for (int row = Rows; --row >= 0;)
{
double sum = 0;
/*
* // not loop unrolled
* for (int i=indexA, j=indexY, column=columns; --column >= 0;) {
* sum += AElems[i] * yElems[j];
* i += As;
* j += ys;
* }
*/
// loop unrolled
int i = indexA - _as;
int j = indexY - ys;
for (int k = cols % 4; --k >= 0;)
{
sum += aElems[i += _as] * yElems[j += ys];
}
for (int k = cols / 4; --k >= 0;)
{
sum += (aElems[i += _as] * yElems[j += ys]) +
(aElems[i += _as] * yElems[j += ys]) +
(aElems[i += _as] * yElems[j += ys]) +
(aElems[i += _as] * yElems[j += ys]);
}
zElems[indexZ] = (alpha * sum) + (beta * zElems[indexZ]);
indexA += RowStride;
indexZ += zs;
}
return(z);
}
public override DoubleMatrix1D ZMult(DoubleMatrix1D y, DoubleMatrix1D z, double alpha, double beta, Boolean transposeA)
{
int m = Rows;
int n = Columns;
if (transposeA)
{
m = Columns;
n = Rows;
}
Boolean ignore = (z == null || !transposeA);
if (z == null)
{
z = new DenseDoubleMatrix1D(m);
}
if (!(y is DenseDoubleMatrix1D && z is DenseDoubleMatrix1D))
{
return(base.ZMult(y, z, alpha, beta, transposeA));
}
if (n != y.Size || m > z.Size)
{
throw new ArgumentException("Incompatible args: " + ((transposeA ? ViewDice() : this).ToStringShort()) + ", " + y.ToStringShort() + ", " + z.ToStringShort());
}
DenseDoubleMatrix1D zz = (DenseDoubleMatrix1D)z;
double[] zElements = zz.Elements;
int zStride = zz.Stride;
int zi = z.Index(0);
DenseDoubleMatrix1D yy = (DenseDoubleMatrix1D)y;
double[] yElements = yy.Elements;
int yStride = yy.Stride;
int yi = y.Index(0);
if (yElements == null || zElements == null)
{
throw new NullReferenceException();
}
/*
* forEachNonZero(
* new Cern.Colt.Function.IntIntDoubleFunction() {
* public double apply(int i, int j, double value) {
* zElements[zi + zStride*i] += value * yElements[yi + yStride*j];
* //z.SetQuick(row,z.getQuick(row) + value * y.getQuick(column));
* //Console.WriteLine("["+i+","+j+"]-->"+value);
* return value;
* }
* }
* );
*/
int[] idx = Indexes.ToArray();
double[] vals = Values.ToArray();
int s = Starts.Length - 1;
if (!transposeA)
{
for (int i = 0; i < s; i++)
{
int high = Starts[i + 1];
double sum = 0;
for (int k = Starts[i]; k < high; k++)
{
int j = idx[k];
sum += vals[k] * yElements[yi + yStride * j];
}
zElements[zi] = alpha * sum + beta * zElements[zi];
zi += zStride;
}
}
else
{
if (!ignore)
{
z.Assign(F1.Mult(beta));
}
for (int i = 0; i < s; i++)
{
int high = Starts[i + 1];
double yElem = alpha * yElements[yi + yStride * i];
for (int k = Starts[i]; k < high; k++)
{
int j = idx[k];
zElements[zi + zStride * j] += vals[k] * yElem;
}
}
}
return(z);
}