com.expleague.ml.cli.cv.FoldsEnumerator Maven / Gradle / Ivy
package com.expleague.ml.cli.cv;
import com.expleague.commons.random.FastRandom;
import com.expleague.ml.data.tools.Pool;
import com.expleague.commons.util.ArrayTools;
import com.expleague.commons.util.Pair;
import com.expleague.ml.data.tools.DataTools;
/**
* User: qdeee
* Date: 16.09.15
*/
public class FoldsEnumerator {
private final Pool> sourcePool;
private final int foldsCount;
private int[][] foldIndices;
private int currentFold = 0;
public FoldsEnumerator(final Pool> sourcePool, final FastRandom random, final int foldsCount) {
this.sourcePool = sourcePool;
this.foldsCount = foldsCount;
final double[] probs = ArrayTools.fill(new double[foldsCount], 1. / foldsCount);
foldIndices = DataTools.splitAtRandom(sourcePool.size(), random, probs);
}
public int getFoldsCount() {
return foldsCount;
}
public boolean hasNext() {
return currentFold < foldsCount;
}
public Pair extends Pool, ? extends Pool> next() {
final int[] learnIndices = getLearnIndices();
final int[] testIndices = foldIndices[currentFold];
currentFold++;
return Pair.create(sourcePool.sub(learnIndices), sourcePool.sub(testIndices));
}
private int[] getLearnIndices() {
final int learnSize = sourcePool.size() - foldIndices[currentFold].length;
final int[] learnIndices = new int[learnSize];
int currentTotalLength = 0;
for (int i = 0; i < currentFold; i++) {
final int foldLength = foldIndices[i].length;
System.arraycopy(foldIndices[i], 0, learnIndices, currentTotalLength, foldLength);
currentTotalLength += foldLength;
}
for (int i = currentFold + 1; i < foldIndices.length; i++) {
final int foldLength = foldIndices[i].length;
System.arraycopy(foldIndices[i], 0, learnIndices, currentTotalLength, foldLength);
currentTotalLength += foldLength;
}
return learnIndices;
}
}
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