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org.hortonmachine.gears.utils.clustering.GvmVectorSpace Maven / Gradle / Ivy
package org.hortonmachine.gears.utils.clustering;
import java.util.Arrays;
public class GvmVectorSpace extends GvmSpace {
// statics
private static double[] coords( Object obj ) {
return (double[]) obj;
}
// fields
private final int dimensions;
// constructors
public GvmVectorSpace( int dimensions ) {
if (dimensions < 1)
throw new IllegalArgumentException("non-positive dimensions");
this.dimensions = dimensions;
}
// accessors
public int getDimensions() {
return dimensions;
}
// space factory methods
@Override
public double[] newOrigin() {
return new double[dimensions];
}
@Override
public double[] newCopy( Object pt ) {
return coords(pt).clone();
}
// space point operations
@Override
public double magnitudeSqr( Object pt ) {
double sum = 0.0;
double[] coords = coords(pt);
for( int i = 0; i < dimensions; i++ ) {
double c = coords[i];
sum += c * c;
}
return sum;
}
@Override
public double sum( Object pt ) {
double sum = 0.0;
for( double coord : coords(pt) ) {
sum += coord;
}
return sum;
}
@Override
public void setToOrigin( Object pt ) {
Arrays.fill(coords(pt), 0.0);
}
@Override
public void setTo( Object dstPt, Object srcPt ) {
System.arraycopy(coords(srcPt), 0, coords(dstPt), 0, dimensions);
}
@Override
public void setToScaled( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
dstCoords[i] = m * srcCoords[i];
}
}
@Override
public void setToScaledSqr( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
double c = srcCoords[i];
dstCoords[i] = m * c * c;
}
}
@Override
public void add( Object dstPt, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
dstCoords[i] += srcCoords[i];
}
}
@Override
public void addScaled( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
dstCoords[i] += m * srcCoords[i];
}
}
@Override
public void addScaledSqr( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
double c = srcCoords[i];
dstCoords[i] += m * c * c;
}
}
@Override
public void subtract( Object dstPt, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
dstCoords[i] -= srcCoords[i];
}
}
@Override
public void subtractScaled( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
dstCoords[i] -= m * srcCoords[i];
}
}
@Override
public void subtractScaledSqr( Object dstPt, double m, Object srcPt ) {
double[] dstCoords = coords(dstPt);
double[] srcCoords = coords(srcPt);
for( int i = 0; i < dimensions; i++ ) {
double c = srcCoords[i];
dstCoords[i] -= m * c * c;
}
}
@Override
public void scale( Object pt, double m ) {
double[] coords = coords(pt);
for( int i = 0; i < dimensions; i++ ) {
coords[i] *= m;
}
}
@Override
public void square( Object pt ) {
double[] coords = coords(pt);
for( int i = 0; i < dimensions; i++ ) {
coords[i] *= coords[i];
}
}
// optimizations
@Override
public double distance( Object pt1, Object pt2 ) {
double[] coords1 = coords(pt1);
double[] coords2 = coords(pt2);
double sum = 0.0;
for( int i = 0; i < dimensions; i++ ) {
double d = coords1[i] - coords2[i];
sum += d * d;
}
return Math.sqrt(sum);
}
@Override
public double variance( double m, Object pt, Object ptSqr ) {
double[] coords = coords(pt);
double[] sqrCoords = coords(ptSqr);
double sum = 0.0;
for( int i = 0; i < dimensions; i++ ) {
double c = coords[i];
sum += sqrCoords[i] - c * c / m;
}
return sum;
}
@Override
public double variance( double m1, Object pt1, Object ptSqr1, double m2, Object pt2 ) {
double[] coords1 = coords(pt1);
double[] sqrCoords1 = coords(ptSqr1);
double[] coords2 = coords(pt2);
double m0 = m1 + m2;
double sum = 0.0;
for( int i = 0; i < dimensions; i++ ) {
double c2 = coords2[i];
double c = coords1[i] + m2 * c2;
double cSqr = sqrCoords1[i] + m2 * c2 * c2;
sum += cSqr - c * c / m0;
}
return sum;
}
@Override
public double variance( double m1, Object pt1, Object ptSqr1, double m2, Object pt2, Object ptSqr2 ) {
double[] coords1 = coords(pt1);
double[] sqrCoords1 = coords(ptSqr1);
double[] coords2 = coords(pt2);
double[] sqrCoords2 = coords(ptSqr2);
double m0 = m1 + m2;
double sum = 0.0;
for( int i = 0; i < dimensions; i++ ) {
double c = coords1[i] + coords2[i];
double cSqr = sqrCoords1[i] + sqrCoords2[i];
sum += cSqr - c * c / m0;
}
return sum;
}
@Override
public String toString( Object pt ) {
return Arrays.toString(coords(pt));
}
}