package org.apache.solr.spelling.suggest.jaspell;
import java.io.BufferedReader;
import java.io.File;
import java.io.FileInputStream;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.List;
import java.util.Vector;
import java.util.zip.GZIPInputStream;
/**
* Implementation of a Ternary Search Trie, a data structure for storing
* <code>String</code> objects that combines the compact size of a binary search
* tree with the speed of a digital search trie, and is therefore ideal for
* practical use in sorting and searching data.</p>
* <p>
*
* This data structure is faster than hashing for many typical search problems,
* and supports a broader range of useful problems and operations. Ternary
* searches are faster than hashing and more powerful, too.
* </p>
* <p>
*
* The theory of ternary search trees was described at a symposium in 1997 (see
* "Fast Algorithms for Sorting and Searching Strings," by J.L. Bentley and R.
* Sedgewick, Proceedings of the 8th Annual ACM-SIAM Symposium on Discrete
* Algorithms, January 1997). Algorithms in C, Third Edition, by Robert
* Sedgewick (Addison-Wesley, 1998) provides yet another view of ternary search
* trees.
*
* @author Bruno Martins
*
*/
public class JaspellTernarySearchTrie {
/**
* An inner class of Ternary Search Trie that represents a node in the trie.
*/
protected final class TSTNode {
/** Index values for accessing relatives array. */
protected final static int PARENT = 0, LOKID = 1, EQKID = 2, HIKID = 3;
/** The key to the node. */
protected Object data;
/** The relative nodes. */
protected TSTNode[] relatives = new TSTNode[4];
/** The char used in the split. */
protected char splitchar;
/**
* Constructor method.
*
*@param splitchar
* The char used in the split.
*@param parent
* The parent node.
*/
protected TSTNode(char splitchar, TSTNode parent) {
this.splitchar = splitchar;
relatives[PARENT] = parent;
}
}
/**
* Compares characters by alfabetical order.
*
*@param cCompare2
* The first char in the comparison.
*@param cRef
* The second char in the comparison.
*@return A negative number, 0 or a positive number if the second char is
* less, equal or greater.
*/
private static int compareCharsAlphabetically(char cCompare2, char cRef) {
return Character.toLowerCase(cCompare2) - Character.toLowerCase(cRef);
}
/* what follows is the original Jaspell code.
private static int compareCharsAlphabetically(int cCompare2, int cRef) {
int cCompare = 0;
if (cCompare2 >= 65) {
if (cCompare2 < 89) {
cCompare = (2 * cCompare2) - 65;
} else if (cCompare2 < 97) {
cCompare = cCompare2 + 24;
} else if (cCompare2 < 121) {
cCompare = (2 * cCompare2) - 128;
} else cCompare = cCompare2;
} else cCompare = cCompare2;
if (cRef < 65) {
return cCompare - cRef;
}
if (cRef < 89) {
return cCompare - ((2 * cRef) - 65);
}
if (cRef < 97) {
return cCompare - (cRef + 24);
}
if (cRef < 121) {
return cCompare - ((2 * cRef) - 128);
}
return cCompare - cRef;
}
*/
/**
* The default number of values returned by the <code>matchAlmost</code>
* method.
*/
private int defaultNumReturnValues = -1;
/**
* the number of differences allowed in a call to the
* <code>matchAlmostKey</code> method.
*/
private int matchAlmostDiff;
/** The base node in the trie. */
private TSTNode rootNode;
/**
* Constructs an empty Ternary Search Trie.
*/
public JaspellTernarySearchTrie() {
}
/**
* Constructs a Ternary Search Trie and loads data from a <code>File</code>
* into the Trie. The file is a normal text document, where each line is of
* the form word TAB float.
*
*@param file
* The <code>File</code> with the data to load into the Trie.
*@exception IOException
* A problem occured while reading the data.
*/
public JaspellTernarySearchTrie(File file) throws IOException {
this(file, false);
}
/**
* Constructs a Ternary Search Trie and loads data from a <code>File</code>
* into the Trie. The file is a normal text document, where each line is of
* the form "word TAB float".
*
*@param file
* The <code>File</code> with the data to load into the Trie.
*@param compression
* If true, the file is compressed with the GZIP algorithm, and if
* false, the file is a normal text document.
*@exception IOException
* A problem occured while reading the data.
*/
public JaspellTernarySearchTrie(File file, boolean compression)
throws IOException {
this();
BufferedReader in;
if (compression)
in = new BufferedReader(new InputStreamReader(new GZIPInputStream(
new FileInputStream(file))));
else in = new BufferedReader(new InputStreamReader((new FileInputStream(
file))));
String word;
int pos;
Float occur, one = new Float(1);
int numWords = 0;
while ((word = in.readLine()) != null) {
numWords++;
pos = word.indexOf("\t");
occur = one;
if (pos != -1) {
occur = Float.parseFloat(word.substring(pos + 1).trim());
word = word.substring(0, pos);
}
String key = word.toLowerCase();
if (rootNode == null) {
rootNode = new TSTNode(key.charAt(0), null);
}
TSTNode node = null;
if (key.length() > 0 && rootNode != null) {
TSTNode currentNode = rootNode;
int charIndex = 0;
while (true) {
if (currentNode == null) break;
int charComp = compareCharsAlphabetically(key.charAt(charIndex),
currentNode.splitchar);
if (charComp == 0) {
charIndex++;
if (charIndex == key.length()) {
node = currentNode;
break;
}
currentNode = currentNode.relatives[TSTNode.EQKID];
} else if (charComp < 0) {
currentNode = currentNode.relatives[TSTNode.LOKID];
} else {
currentNode = currentNode.relatives[TSTNode.HIKID];
}
}
Float occur2 = null;
if (node != null) occur2 = ((Float) (node.data));
if (occur2 != null) {
occur += occur2.floatValue();
}
currentNode = getOrCreateNode(word.trim().toLowerCase());
currentNode.data = occur;
}
}
in.close();
}
/**
* Deletes the node passed in as an argument. If this node has non-null data,
* then both the node and the data will be deleted. It also deletes any other
* nodes in the trie that are no longer needed after the deletion of the node.
*
*@param nodeToDelete
* The node to delete.
*/
private void deleteNode(TSTNode nodeToDelete) {
if (nodeToDelete == null) {
return;
}
nodeToDelete.data = null;
while (nodeToDelete != null) {
nodeToDelete = deleteNodeRecursion(nodeToDelete);
// deleteNodeRecursion(nodeToDelete);
}
}
/**
* Recursively visits each node to be deleted.
*
* To delete a node, first set its data to null, then pass it into this
* method, then pass the node returned by this method into this method (make
* sure you don't delete the data of any of the nodes returned from this
* method!) and continue in this fashion until the node returned by this
* method is <code>null</code>.
*
* The TSTNode instance returned by this method will be next node to be
* operated on by <code>deleteNodeRecursion</code> (This emulates recursive
* method call while avoiding the JVM overhead normally associated with a
* recursive method.)
*
*@param currentNode
* The node to delete.
*@return The next node to be called in deleteNodeRecursion.
*/
private TSTNode deleteNodeRecursion(TSTNode currentNode) {
if (currentNode == null) {
return null;
}
if (currentNode.relatives[TSTNode.EQKID] != null
|| currentNode.data != null) {
return null;
}
// can't delete this node if it has a non-null eq kid or data
TSTNode currentParent = currentNode.relatives[TSTNode.PARENT];
boolean lokidNull = currentNode.relatives[TSTNode.LOKID] == null;
boolean hikidNull = currentNode.relatives[TSTNode.HIKID] == null;
int childType;
if (currentParent.relatives[TSTNode.LOKID] == currentNode) {
childType = TSTNode.LOKID;
} else if (currentParent.relatives[TSTNode.EQKID] == currentNode) {
childType = TSTNode.EQKID;
} else if (currentParent.relatives[TSTNode.HIKID] == currentNode) {
childType = TSTNode.HIKID;
} else {
rootNode = null;
return null;
}
if (lokidNull && hikidNull) {
currentParent.relatives[childType] = null;
return currentParent;
}
if (lokidNull) {
currentParent.relatives[childType] = currentNode.relatives[TSTNode.HIKID];
currentNode.relatives[TSTNode.HIKID].relatives[TSTNode.PARENT] = currentParent;
return currentParent;
}
if (hikidNull) {
currentParent.relatives[childType] = currentNode.relatives[TSTNode.LOKID];
currentNode.relatives[TSTNode.LOKID].relatives[TSTNode.PARENT] = currentParent;
return currentParent;
}
int deltaHi = currentNode.relatives[TSTNode.HIKID].splitchar
- currentNode.splitchar;
int deltaLo = currentNode.splitchar
- currentNode.relatives[TSTNode.LOKID].splitchar;
int movingKid;
TSTNode targetNode;
if (deltaHi == deltaLo) {
if (Math.random() < 0.5) {
deltaHi++;
} else {
deltaLo++;
}
}
if (deltaHi > deltaLo) {
movingKid = TSTNode.HIKID;
targetNode = currentNode.relatives[TSTNode.LOKID];
} else {
movingKid = TSTNode.LOKID;
targetNode = currentNode.relatives[TSTNode.HIKID];
}
while (targetNode.relatives[movingKid] != null) {
targetNode = targetNode.relatives[movingKid];
}
targetNode.relatives[movingKid] = currentNode.relatives[movingKid];
currentParent.relatives[childType] = targetNode;
targetNode.relatives[TSTNode.PARENT] = currentParent;
if (!lokidNull) {
currentNode.relatives[TSTNode.LOKID] = null;
}
if (!hikidNull) {
currentNode.relatives[TSTNode.HIKID] = null;
}
return currentParent;
}
/**
* Retrieve the object indexed by a key.
*
*@param key
* A <code>String</code> index.
*@return The object retrieved from the Ternary Search Trie.
*/
public Object get(String key) {
TSTNode node = getNode(key.trim().toLowerCase());
if (node == null) {
return null;
}
return node.data;
}
/**
* Retrieve the <code>Float</code> indexed by key, increment it by one unit
* and store the new <code>Float</code>.
*
*@param key
* A <code>String</code> index.
*@return The <code>Float</code> retrieved from the Ternary Search Trie.
*/
public Float getAndIncrement(String key) {
String key2 = key.trim().toLowerCase();
TSTNode node = getNode(key2);
if (node == null) {
return null;
}
Float aux = (Float) (node.data);
if (aux == null) {
aux = new Float(1);
} else {
aux = new Float(aux.intValue() + 1);
}
put(key2, aux);
return aux;
}
/**
* Returns the key that indexes the node argument.
*
*@param node
* The node whose index is to be calculated.
*@return The <code>String</code> that indexes the node argument.
*/
protected String getKey(TSTNode node) {
StringBuffer getKeyBuffer = new StringBuffer();
getKeyBuffer.setLength(0);
getKeyBuffer.append("" + node.splitchar);
TSTNode currentNode;
TSTNode lastNode;
currentNode = node.relatives[TSTNode.PARENT];
lastNode = node;
while (currentNode != null) {
if (currentNode.relatives[TSTNode.EQKID] == lastNode) {
getKeyBuffer.append("" + currentNode.splitchar);
}
lastNode = currentNode;
currentNode = currentNode.relatives[TSTNode.PARENT];
}
getKeyBuffer.reverse();
return getKeyBuffer.toString();
}
/**
* Returns the node indexed by key, or <code>null</code> if that node doesn't
* exist. Search begins at root node.
*
*@param key
* A <code>String</code> that indexes the node that is returned.
*@return The node object indexed by key. This object is an instance of an
* inner class named <code>TernarySearchTrie.TSTNode</code>.
*/
public TSTNode getNode(String key) {
return getNode(key, rootNode);
}
/**
* Returns the node indexed by key, or <code>null</code> if that node doesn't
* exist. The search begins at root node.
*
*@param key2
* A <code>String</code> that indexes the node that is returned.
*@param startNode
* The top node defining the subtrie to be searched.
*@return The node object indexed by key. This object is an instance of an
* inner class named <code>TernarySearchTrie.TSTNode</code>.
*/
protected TSTNode getNode(String key2, TSTNode startNode) {
String key = key2.trim().toLowerCase();
if (key == null || startNode == null || key.length() == 0) {
return null;
}
TSTNode currentNode = startNode;
int charIndex = 0;
while (true) {
if (currentNode == null) {
return null;
}
int charComp = compareCharsAlphabetically(key.charAt(charIndex),
currentNode.splitchar);
if (charComp == 0) {
charIndex++;
if (charIndex == key.length()) {
return currentNode;
}
currentNode = currentNode.relatives[TSTNode.EQKID];
} else if (charComp < 0) {
currentNode = currentNode.relatives[TSTNode.LOKID];
} else {
currentNode = currentNode.relatives[TSTNode.HIKID];
}
}
}
/**
* Returns the node indexed by key, creating that node if it doesn't exist,
* and creating any required intermediate nodes if they don't exist.
*
*@param key
* A <code>String</code> that indexes the node that is returned.
*@return The node object indexed by key. This object is an instance of an
* inner class named <code>TernarySearchTrie.TSTNode</code>.
*@exception NullPointerException
* If the key is <code>null</code>.
*@exception IllegalArgumentException
* If the key is an empty <code>String</code>.
*/
protected TSTNode getOrCreateNode(String key) throws NullPointerException,
IllegalArgumentException {
if (key == null) {
throw new NullPointerException(
"attempt to get or create node with null key");
}
if (key.length() == 0) {
throw new IllegalArgumentException(
"attempt to get or create node with key of zero length");
}
if (rootNode == null) {
rootNode = new TSTNode(key.charAt(0), null);
}
TSTNode currentNode = rootNode;
int charIndex = 0;
while (true) {
int charComp = compareCharsAlphabetically(key.charAt(charIndex),
currentNode.splitchar);
if (charComp == 0) {
charIndex++;
if (charIndex == key.length()) {
return currentNode;
}
if (currentNode.relatives[TSTNode.EQKID] == null) {
currentNode.relatives[TSTNode.EQKID] = new TSTNode(key
.charAt(charIndex), currentNode);
}
currentNode = currentNode.relatives[TSTNode.EQKID];
} else if (charComp < 0) {
if (currentNode.relatives[TSTNode.LOKID] == null) {
currentNode.relatives[TSTNode.LOKID] = new TSTNode(key
.charAt(charIndex), currentNode);
}
currentNode = currentNode.relatives[TSTNode.LOKID];
} else {
if (currentNode.relatives[TSTNode.HIKID] == null) {
currentNode.relatives[TSTNode.HIKID] = new TSTNode(key
.charAt(charIndex), currentNode);
}
currentNode = currentNode.relatives[TSTNode.HIKID];
}
}
}
/**
* Returns a <code>List</code> of keys that almost match the argument key.
* Keys returned will have exactly diff characters that do not match the
* target key, where diff is equal to the last value passed in as an argument
* to the <code>setMatchAlmostDiff</code> method.
* <p>
* If the <code>matchAlmost</code> method is called before the
* <code>setMatchAlmostDiff</code> method has been called for the first time,
* then diff = 0.
*
*@param key
* The target key.
*@return A <code>List</code> with the results.
*/
public List<String> matchAlmost(String key) {
return matchAlmost(key, defaultNumReturnValues);
}
/**
* Returns a <code>List</code> of keys that almost match the argument key.
* Keys returned will have exactly diff characters that do not match the
* target key, where diff is equal to the last value passed in as an argument
* to the <code>setMatchAlmostDiff</code> method.
* <p>
* If the <code>matchAlmost</code> method is called before the
* <code>setMatchAlmostDiff</code> method has been called for the first time,
* then diff = 0.
*
*@param key
* The target key.
*@param numReturnValues
* The maximum number of values returned by this method.
*@return A <code>List</code> with the results
*/
public List<String> matchAlmost(String key, int numReturnValues) {
return matchAlmostRecursion(rootNode, 0, matchAlmostDiff, key,
((numReturnValues < 0) ? -1 : numReturnValues), new Vector<String>(), false);
}
/**
* Recursivelly vists the nodes in order to find the ones that almost match a
* given key.
*
*@param currentNode
* The current node.
*@param charIndex
* The current char.
*@param d
* The number of differences so far.
*@param matchAlmostNumReturnValues
* The maximum number of values in the result <code>List</code>.
*@param matchAlmostResult2
* The results so far.
*@param upTo
* If true all keys having up to and including matchAlmostDiff
* mismatched letters will be included in the result (including a key
* that is exactly the same as the target string) otherwise keys will
* be included in the result only if they have exactly
* matchAlmostDiff number of mismatched letters.
*@param matchAlmostKey
* The key being searched.
*@return A <code>List</code> with the results.
*/
private List<String> matchAlmostRecursion(TSTNode currentNode, int charIndex,
int d, String matchAlmostKey, int matchAlmostNumReturnValues,
List<String> matchAlmostResult2, boolean upTo) {
if ((currentNode == null)
|| (matchAlmostNumReturnValues != -1 && matchAlmostResult2.size() >= matchAlmostNumReturnValues)
|| (d < 0) || (charIndex >= matchAlmostKey.length())) {
return matchAlmostResult2;
}
int charComp = compareCharsAlphabetically(matchAlmostKey.charAt(charIndex),
currentNode.splitchar);
List<String> matchAlmostResult = matchAlmostResult2;
if ((d > 0) || (charComp < 0)) {
matchAlmostResult = matchAlmostRecursion(
currentNode.relatives[TSTNode.LOKID], charIndex, d,
matchAlmostKey, matchAlmostNumReturnValues, matchAlmostResult,
upTo);
}
int nextD = (charComp == 0) ? d : d - 1;
boolean cond = (upTo) ? (nextD >= 0) : (nextD == 0);
if ((matchAlmostKey.length() == charIndex + 1) && cond
&& (currentNode.data != null)) {
matchAlmostResult.add(getKey(currentNode));
}
matchAlmostResult = matchAlmostRecursion(
currentNode.relatives[TSTNode.EQKID], charIndex + 1, nextD,
matchAlmostKey, matchAlmostNumReturnValues, matchAlmostResult, upTo);
if ((d > 0) || (charComp > 0)) {
matchAlmostResult = matchAlmostRecursion(
currentNode.relatives[TSTNode.HIKID], charIndex, d,
matchAlmostKey, matchAlmostNumReturnValues, matchAlmostResult,
upTo);
}
return matchAlmostResult;
}
/**
* Returns an alphabetical <code>List</code> of all keys in the trie that
* begin with a given prefix. Only keys for nodes having non-null data are
* included in the <code>List</code>.
*
*@param prefix
* Each key returned from this method will begin with the characters
* in prefix.
*@return A <code>List</code> with the results.
*/
public List<String> matchPrefix(String prefix) {
return matchPrefix(prefix, defaultNumReturnValues);
}
/**
* Returns an alphabetical <code>List</code> of all keys in the trie that
* begin with a given prefix. Only keys for nodes having non-null data are
* included in the <code>List</code>.
*
*@param prefix
* Each key returned from this method will begin with the characters
* in prefix.
*@param numReturnValues
* The maximum number of values returned from this method.
*@return A <code>List</code> with the results
*/
public List<String> matchPrefix(String prefix, int numReturnValues) {
Vector<String> sortKeysResult = new Vector<String>();
TSTNode startNode = getNode(prefix);
if (startNode == null) {
return sortKeysResult;
}
if (startNode.data != null) {
sortKeysResult.addElement(getKey(startNode));
}
return sortKeysRecursion(startNode.relatives[TSTNode.EQKID],
((numReturnValues < 0) ? -1 : numReturnValues), sortKeysResult);
}
/**
* Returns the number of nodes in the trie that have non-null data.
*
*@return The number of nodes in the trie that have non-null data.
*/
public int numDataNodes() {
return numDataNodes(rootNode);
}
/**
* Returns the number of nodes in the subtrie below and including the starting
* node. The method counts only nodes that have non-null data.
*
*@param startingNode
* The top node of the subtrie. the node that defines the subtrie.
*@return The total number of nodes in the subtrie.
*/
protected int numDataNodes(TSTNode startingNode) {
return recursiveNodeCalculator(startingNode, true, 0);
}
/**
* Returns the total number of nodes in the trie. The method counts nodes
* whether or not they have data.
*
*@return The total number of nodes in the trie.
*/
public int numNodes() {
return numNodes(rootNode);
}
/**
* Returns the total number of nodes in the subtrie below and including the
* starting Node. The method counts nodes whether or not they have data.
*
*@param startingNode
* The top node of the subtrie. The node that defines the subtrie.
*@return The total number of nodes in the subtrie.
*/
protected int numNodes(TSTNode startingNode) {
return recursiveNodeCalculator(startingNode, false, 0);
}
/**
* Stores a value in the trie. The value may be retrieved using the key.
*
*@param key
* A <code>String</code> that indexes the object to be stored.
*@param value
* The object to be stored in the Trie.
*/
public void put(String key, Object value) {
getOrCreateNode(key.trim().toLowerCase()).data = value;
}
/**
* Recursivelly visists each node to calculate the number of nodes.
*
*@param currentNode
* The current node.
*@param checkData
* If true we check the data to be different of <code>null</code>.
*@param numNodes2
* The number of nodes so far.
*@return The number of nodes accounted.
*/
private int recursiveNodeCalculator(TSTNode currentNode, boolean checkData,
int numNodes2) {
if (currentNode == null) {
return numNodes2;
}
int numNodes = recursiveNodeCalculator(
currentNode.relatives[TSTNode.LOKID], checkData, numNodes2);
numNodes = recursiveNodeCalculator(currentNode.relatives[TSTNode.EQKID],
checkData, numNodes);
numNodes = recursiveNodeCalculator(currentNode.relatives[TSTNode.HIKID],
checkData, numNodes);
if (checkData) {
if (currentNode.data != null) {
numNodes++;
}
} else {
numNodes++;
}
return numNodes;
}
/**
* Removes the value indexed by key. Also removes all nodes that are rendered
* unnecessary by the removal of this data.
*
*@param key
* A <code>string</code> that indexes the object to be removed from
* the Trie.
*/
public void remove(String key) {
deleteNode(getNode(key.trim().toLowerCase()));
}
/**
* Sets the number of characters by which words can differ from target word
* when calling the <code>matchAlmost</code> method.
* <p>
* Arguments less than 0 will set the char difference to 0, and arguments
* greater than 3 will set the char difference to 3.
*
*@param diff
* The number of characters by which words can differ from target
* word.
*/
public void setMatchAlmostDiff(int diff) {
if (diff < 0) {
matchAlmostDiff = 0;
} else if (diff > 3) {
matchAlmostDiff = 3;
} else {
matchAlmostDiff = diff;
}
}
/**
* Sets the default maximum number of values returned from the
* <code>matchPrefix</code> and <code>matchAlmost</code> methods.
* <p>
* The value should be set this to -1 to get an unlimited number of return
* values. note that the methods mentioned above provide overloaded versions
* that allow you to specify the maximum number of return values, in which
* case this value is temporarily overridden.
*
**@param num
* The number of values that will be returned when calling the
* methods above.
*/
public void setNumReturnValues(int num) {
defaultNumReturnValues = (num < 0) ? -1 : num;
}
/**
* Returns keys sorted in alphabetical order. This includes the start Node and
* all nodes connected to the start Node.
* <p>
* The number of keys returned is limited to numReturnValues. To get a list
* that isn't limited in size, set numReturnValues to -1.
*
*@param startNode
* The top node defining the subtrie to be searched.
*@param numReturnValues
* The maximum number of values returned from this method.
*@return A <code>List</code> with the results.
*/
protected List<String> sortKeys(TSTNode startNode, int numReturnValues) {
return sortKeysRecursion(startNode, ((numReturnValues < 0) ? -1
: numReturnValues), new Vector<String>());
}
/**
* Returns keys sorted in alphabetical order. This includes the current Node
* and all nodes connected to the current Node.
* <p>
* Sorted keys will be appended to the end of the resulting <code>List</code>.
* The result may be empty when this method is invoked, but may not be
* <code>null</code>.
*
*@param currentNode
* The current node.
*@param sortKeysNumReturnValues
* The maximum number of values in the result.
*@param sortKeysResult2
* The results so far.
*@return A <code>List</code> with the results.
*/
private List<String> sortKeysRecursion(TSTNode currentNode,
int sortKeysNumReturnValues, List<String> sortKeysResult2) {
if (currentNode == null) {
return sortKeysResult2;
}
List<String> sortKeysResult = sortKeysRecursion(
currentNode.relatives[TSTNode.LOKID], sortKeysNumReturnValues,
sortKeysResult2);
if (sortKeysNumReturnValues != -1
&& sortKeysResult.size() >= sortKeysNumReturnValues) {
return sortKeysResult;
}
if (currentNode.data != null) {
sortKeysResult.add(getKey(currentNode));
}
sortKeysResult = sortKeysRecursion(currentNode.relatives[TSTNode.EQKID],
sortKeysNumReturnValues, sortKeysResult);
return sortKeysRecursion(currentNode.relatives[TSTNode.HIKID],
sortKeysNumReturnValues, sortKeysResult);
}
}