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77 changes: 77 additions & 0 deletions src/main/java/rrcf/general/MultiShingledForest.java
Original file line number Diff line number Diff line change
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package rrcf.general;

import java.util.Deque;
import java.util.ArrayDeque;
import java.util.Random;
import java.io.Serializable;

/**
* Represents a forest with support for shingling
* now working also with multidimensional points
*/
public class MultiShingledForest extends Forest implements Serializable {
private int shingleSize;
private Deque<Double[]> buffer;

public MultiShingledForest(Random random, int shingleSize, int numTrees, int treeSize, double[][] data) {
super(random, numTrees, treeSize, shinglePoints(shingleSize, data));
this.shingleSize = shingleSize;
buffer = new ArrayDeque<>();
for (int i = 0; i < shingleSize; i++) {
int d = data.length - 1 - i;
if (d < 0) {
break;
}

buffer.addFirst(doubleToDouble(data[d]));
}
}

public MultiShingledForest(Random random, int shingleSize, int numTrees, int treeSize) {
this(random, shingleSize, numTrees, treeSize, new double[0][0]);
}

public MultiShingledForest(int shingleSize, int numTrees, int treeSize) {
this(new Random(), shingleSize, numTrees, treeSize);
}

private static double[][] shinglePoints(int shingleSize, double[][] data) {
if (data.length < shingleSize) {
return new double[0][shingleSize];
}
double[][] shingled = new double[data.length - shingleSize + 1][shingleSize];
for (int i = 0; i < data.length - shingleSize + 1; i++) {
System.arraycopy(data, i, shingled[i], 0, shingleSize);
}
return shingled;
}

private double[] unboxArray(Double[][] arr) {
double[] output = new double[arr.length*arr[0].length];
for (int i = 0; i < arr.length; i++)
for (int j = 0; j < arr[0].length; j++)
output[i*arr[0].length + j] = arr[i][j];
return output;
}

@Override
public double addPoint(double[] value) {
buffer.addLast(doubleToDouble(value));
if (buffer.size() < shingleSize) {
return 0;
} else {
if (buffer.size() > shingleSize) {
buffer.removeFirst();
}
return super.addPoint(unboxArray(buffer.toArray(new Double[buffer.size()][value.length])));
}
}

//TODO import org.apache.commons.lang3.ArrayUtils;
public Double[] doubleToDouble(double[] d) {
Double[] n = new Double[d.length];
for (int i = 0; i < d.length; i++)
n[i] = d[i];
return n;
}
}