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High-performance Java Dataframe with integrated columnar storage (fork of tablesaw)
package org.datavec.dataframe.index;
import it.unimi.dsi.fastutil.ints.Int2ObjectAVLTreeMap;
import it.unimi.dsi.fastutil.ints.Int2ObjectOpenHashMap;
import it.unimi.dsi.fastutil.ints.Int2ObjectSortedMap;
import it.unimi.dsi.fastutil.ints.IntArrayList;
import org.datavec.dataframe.api.IntColumn;
import org.datavec.dataframe.util.BitmapBackedSelection;
import org.datavec.dataframe.util.Selection;
import java.util.Comparator;
/**
* An index for four-byte integer and integer backed columns (date, category, time)
*/
public class IntIndex {
private final Int2ObjectAVLTreeMap index;
public IntIndex(IntColumn column) {
int sizeEstimate = Integer.min(1_000_000, column.size() / 100);
Int2ObjectOpenHashMap tempMap = new Int2ObjectOpenHashMap<>(sizeEstimate);
for (int i = 0; i < column.size(); i++) {
int value = column.get(i);
IntArrayList recordIds = tempMap.get(value);
if (recordIds == null) {
recordIds = new IntArrayList();
recordIds.add(i);
tempMap.trim();
tempMap.put(value, recordIds);
} else {
recordIds.add(i);
}
}
index = new Int2ObjectAVLTreeMap<>(tempMap);
}
private final static Comparator intArrayComparator = new Comparator() {
public int compare(int[] a, int[] b) {
return Integer.compare(a[1], b[1]);
}
};
/**
* Returns a bitmap containing row numbers of all cells matching the given int
*
* @param value This is a 'key' from the index perspective, meaning it is a value from the standpoint of the column
*/
public Selection get(int value) {
Selection selection = new BitmapBackedSelection();
IntArrayList list = index.get(value);
addAllToSelection(list, selection);
return selection;
}
public Selection atLeast(int value) {
Selection selection = new BitmapBackedSelection();
Int2ObjectSortedMap tail = index.tailMap(value);
for (IntArrayList keys : tail.values()) {
addAllToSelection(keys, selection);
}
return selection;
}
public Selection greaterThan(int value) {
Selection selection = new BitmapBackedSelection();
Int2ObjectSortedMap tail = index.tailMap(value + 1);
for (IntArrayList keys : tail.values()) {
addAllToSelection(keys, selection);
}
return selection;
}
public Selection atMost(int value) {
Selection selection = new BitmapBackedSelection();
Int2ObjectSortedMap head = index.headMap(value + 1); // we add 1 to get values equal to the arg
for (IntArrayList keys : head.values()) {
addAllToSelection(keys, selection);
}
return selection;
}
public Selection lessThan(int value) {
Selection selection = new BitmapBackedSelection();
Int2ObjectSortedMap head = index.headMap(value); // we add 1 to get values equal to the arg
for (IntArrayList keys : head.values()) {
addAllToSelection(keys, selection);
}
return selection;
}
private static void addAllToSelection(IntArrayList tableKeys, Selection selection) {
for (int i : tableKeys) {
selection.add(i);
}
}
}