edu.cmu.sphinx.result.Node Maven / Gradle / Ivy
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/*
* Copyright 1999-2002 Carnegie Mellon University.
* Portions Copyright 2002 Sun Microsystems, Inc.
* Portions Copyright 2002 Mitsubishi Electric Research Laboratories.
* All Rights Reserved. Use is subject to license terms.
*
* See the file "license.terms" for information on usage and
* redistribution of this file, and for a DISCLAIMER OF ALL
* WARRANTIES.
*
*/
package edu.cmu.sphinx.result;
import edu.cmu.sphinx.linguist.dictionary.Pronunciation;
import edu.cmu.sphinx.linguist.dictionary.Word;
import edu.cmu.sphinx.util.LogMath;
import edu.cmu.sphinx.util.TimeFrame;
import java.io.FileWriter;
import java.io.IOException;
import java.io.PrintWriter;
import java.util.*;
/**
*
* A node is part of Lattices, representing the theory that a word was spoken over a given period of time. A node also
* has a set of entering and leaving {@link edu.cmu.sphinx.result.Edge edges}, connecting it to other nodes. One can get
* and set the beginning and end frames of the word via the getBeginTime and getEndTime methods. When setting these
* times, the beginning time must be earlier or equal to the end time, otherwise an error will be thrown.
*
* The posterior probability of any word in a word lattice is the probability that the node representing that word
* occurs on any path through the lattice. It is usually computed as the ratio of the total likelihood scores of all
* paths through the lattice that pass through the node, to the total likelihood score of all paths through the lattice.
* Path scores are usually computed using the acoustic likelihoods of the nodes, although language scores can also be
* incorporated. The posterior probabilities of an entire lattice is usually computed efficiently using the
* Forward-Backward Algorithm. Refer to the {@link edu.cmu.sphinx.result.Lattice#computeNodePosteriors
* computeNodePosteriors} method in the Lattice class for details.
*/
public class Node {
// used to generate unique IDs for new Nodes.
private static int nodeCount;
private String id;
private Word word;
private long beginTime = -1;
private long endTime = -1;
private List enteringEdges;
private List leavingEdges;
private double forwardScore;
private double backwardScore;
private double posterior;
private Node bestPredecessor;
private double viterbiScore;
private Set descendants;
{
enteringEdges = new ArrayList();
leavingEdges = new ArrayList();
nodeCount++;
}
/**
* Create a new Node
*
* @param word the word of this node
* @param beginTime the start time of the word
* @param endTime the end time of the word
*/
protected Node(Word word, long beginTime, long endTime) {
this(getNextNodeId(), word, beginTime, endTime);
}
/**
* Create a new Node with given ID. Used when creating a Lattice from a .LAT file
*
* @param id id of the node
* @param word word
* @param beginTime begin time
* @param endTime end time
*/
protected Node(String id, Word word, long beginTime, long endTime) {
this.id = id;
this.word = word;
this.beginTime = beginTime;
this.endTime = endTime;
assert beginTime <= endTime || endTime < 0;
this.forwardScore = LogMath.LOG_ZERO;
this.backwardScore = LogMath.LOG_ZERO;
this.posterior = LogMath.LOG_ZERO;
}
/**
* Get a unique ID for a new Node. Used when creating a Lattice from a .LAT file
*
* @return the unique ID for a new node
*/
protected static String getNextNodeId() {
return Integer.toString(nodeCount);
}
/**
* Test if a node has an Edge to a Node
*
* @param n node to check
* @return unique Node ID
*/
protected boolean hasEdgeToNode(Node n) {
return getEdgeToNode(n) != null;
}
/**
* given a node find the edge to that node
*
* @param n the node of interest
* @return the edge to that node or null if no edge could be found.
*/
public Edge getEdgeToNode(Node n) {
for (Edge e : leavingEdges) {
if (e.getToNode() == n) {
return e;
}
}
return null;
}
/**
* Test is a Node has an Edge from a Node
*
* @param n node to check
* @return true if this node has an Edge from n
*/
protected boolean hasEdgeFromNode(Node n) {
return getEdgeFromNode(n) != null;
}
/**
* given a node find the edge from that node
*
* @param n the node of interest
* @return the edge from that node or null if no edge could be found.
*/
public Edge getEdgeFromNode(Node n) {
for (Edge e : enteringEdges) {
if (e.getFromNode() == n) {
return e;
}
}
return null;
}
/**
* Test if a Node has all Edges from the same Nodes and another Node.
*
* @param n node to check
* @return true if this Node has Edges from the same Nodes as n
*/
protected boolean hasEquivalentEnteringEdges(Node n) {
if (enteringEdges.size() != n.getEnteringEdges().size()) {
return false;
}
for (Edge e : enteringEdges) {
Node fromNode = e.getFromNode();
if (!n.hasEdgeFromNode(fromNode)) {
return false;
}
}
return true;
}
/**
* Test if a Node has all Edges to the same Nodes and another Node.
*
* @param n the node of interest
* @return true if this Node has all Edges to the sames Nodes as n
*/
public boolean hasEquivalentLeavingEdges(Node n) {
if (leavingEdges.size() != n.getLeavingEdges().size()) {
return false;
}
for (Edge e : leavingEdges) {
Node toNode = e.getToNode();
if (!n.hasEdgeToNode(toNode)) {
return false;
}
}
return true;
}
/**
* Get the Edges to this Node
*
* @return Edges to this Node
*/
public Collection getEnteringEdges() {
return enteringEdges;
}
/**
* Get the Edges from this Node
*
* @return Edges from this Node
*/
public Collection getLeavingEdges() {
return leavingEdges;
}
/**
* Returns a copy of the Edges to this Node, so that the underlying data structure will not be modified.
*
* @return a copy of the edges to this node
*/
public Collection getCopyOfEnteringEdges() {
return new ArrayList(enteringEdges);
}
/**
* Returns a copy of the Edges from this Node, so that the underlying data structure will not be modified.
*
* @return a copy of the edges from this node
*/
public Collection getCopyOfLeavingEdges() {
return new ArrayList(leavingEdges);
}
/**
* Add an Edge from this Node
*
* @param e edge to add
*/
protected void addEnteringEdge(Edge e) {
enteringEdges.add(e);
}
/**
* Add an Edge to this Node
*
* @param e edge to add
*/
protected void addLeavingEdge(Edge e) {
leavingEdges.add(e);
}
/**
* Remove an Edge from this Node
*
* @param e edge to remove
*/
protected void removeEnteringEdge(Edge e) {
enteringEdges.remove(e);
}
/**
* Remove an Edge to this Node
*
* @param e the edge to remove
*/
public void removeLeavingEdge(Edge e) {
leavingEdges.remove(e);
}
/**
* Get the ID associated with this Node
*
* @return the ID
*/
public String getId() {
return id;
}
/**
* Get the word associated with this Node
*
* @return the word
*/
public Word getWord() {
return word;
}
/**
* Get the frame number when the word began
*
* @return the begin frame number, or -1 if the frame number is unknown
*/
public long getBeginTime() {
if (beginTime == -1) {
calculateBeginTime();
}
return beginTime;
}
/**
* Sets the frame number when the word began. The begin time must be not be later than the time returned by the
* getEndTime() method, otherwise an error will be thrown.
*
* @param beginTime the frame number when the word began
*/
public void setBeginTime(long beginTime) {
assert beginTime <= endTime;
this.beginTime = beginTime;
}
/**
* Get the frame number when the word ends
*
* @return the end time, or -1 if the frame number if is unknown
*/
public long getEndTime() {
return endTime;
}
/**
* Sets the frame number when the words ended. The end time must not be earlier than the time returned by the
* getEndTime() method, otherwise an error will be thrown.
*
* @param endTime the frame number when the word ended
*/
public void setEndTime(long endTime) {
assert beginTime <= endTime;
this.endTime = endTime;
}
/**
* Returns TimeFrame of the Node
*
* @return TimeFrame
*/
public TimeFrame getTimeFrame() {
return new TimeFrame(getBeginTime(), getEndTime());
}
/**
* Returns a description of this Node that contains the word, the start time, and the end time.
*
* @return a description of this Node
*/
@Override
public String toString() {
return ("Node(" + word.getSpelling() + ',' + getBeginTime() + '|' +
getEndTime() + ')');
}
/**
* Internal routine when dumping Lattices as AiSee files
*
* @param f
* @throws IOException
*/
void dumpAISee(FileWriter f) throws IOException {
String posterior = String.valueOf(getPosterior());
if (getPosterior() == LogMath.LOG_ZERO) {
posterior = "log zero";
}
f.write("node: { title: \"" + id + "\" label: \""
+ getWord() + '[' + getBeginTime() + ',' + getEndTime() +
" p:" + posterior + "]\" }\n");
}
/**
* Internal routine when dumping Lattices as Graphviz files
*
* @param f file writer to store
* @throws IOException if error occurred
*/
public void dumpDot(FileWriter f) throws IOException {
String posterior = String.valueOf(getPosterior());
if (getPosterior() == LogMath.LOG_ZERO) {
posterior = "log zero";
}
String label = getWord().toString() + '[' + getBeginTime() + ',' + getEndTime() + " p:" + posterior + ']';
f.write("\tnode" + id + " [ label=\"" + label + "\" ]\n");
}
/**
* Internal routine used when dumping Lattices as .LAT files
*
* @param f print writer to store
* @throws IOException if error occurred
*/
void dump(PrintWriter f) throws IOException {
f.println("node: " + id + ' ' + word.getSpelling() +
//" a:" + getForwardProb() + " b:" + getBackwardProb()
//" p:" + getPosterior());
' ' + getBeginTime() + ' ' + getEndTime());
}
/**
* Internal routine used when loading Lattices from .LAT files
*
* @param lattice
* @param tokens
*/
static void load(Lattice lattice, StringTokenizer tokens) {
String id = tokens.nextToken();
String label = tokens.nextToken();
long beginTime = Long.parseLong(tokens.nextToken());
long endTime = Long.parseLong(tokens.nextToken());
Word word = new Word(label, new Pronunciation[0], label.startsWith("<") || label.startsWith("["));
lattice.addNode(id, word, beginTime, endTime);
}
/**
* Returns the backward score, which is calculated during the computation of the posterior score for this node.
*
* @return Returns the backwardScore.
*/
public double getBackwardScore() {
return backwardScore;
}
/**
* Sets the backward score for this node.
*
* @param backwardScore The backwardScore to set.
*/
public void setBackwardScore(double backwardScore) {
this.backwardScore = backwardScore;
}
/**
* Returns the forward score, which is calculated during the computation of the posterior score for this node.
*
* @return Returns the forwardScore.
*/
public double getForwardScore() {
return forwardScore;
}
/**
* Sets the backward score for this node.
*
* @param forwardScore The forwardScore to set.
*/
public void setForwardScore(double forwardScore) {
this.forwardScore = forwardScore;
}
/**
* Returns the posterior probability of this node. Refer to the javadocs for this class for a description of
* posterior probabilities.
*
* @return Returns the posterior probability of this node.
*/
public double getPosterior() {
return posterior;
}
/**
* Sets the posterior probability of this node. Refer to the javadocs for this class for a description of posterior
* probabilities.
*
* @param posterior The node posterior probability to set.
*/
public void setPosterior(double posterior) {
this.posterior = posterior;
}
/** @see java.lang.Object#hashCode() */
@Override
public int hashCode() {
return id.hashCode();
}
/**
* Assumes ids are unique node identifiers
*
* @see java.lang.Object#equals(java.lang.Object)
*/
@Override
public boolean equals(Object obj) {
return obj instanceof Node && id.equals(((Node) obj).getId());
}
/**
* Calculates the begin time of this node, in the event that the begin time was not specified. The begin time is the
* latest of the end times of its predecessor nodes.
*/
private void calculateBeginTime() {
beginTime = 0;
for (Edge edge : enteringEdges) {
if (edge.getFromNode().getEndTime() > beginTime) {
beginTime = edge.getFromNode().getEndTime();
}
}
}
/**
* Get the nodes at the other ends of outgoing edges of this node.
*
* @return a list of child nodes
*/
public List getChildNodes() {
LinkedList childNodes = new LinkedList();
for (Edge edge : leavingEdges) {
childNodes.add(edge.getToNode());
}
return childNodes;
}
protected void cacheDescendants() {
descendants = new HashSet();
cacheDescendantsHelper(this);
}
protected void cacheDescendantsHelper(Node n) {
for (Node child : n.getChildNodes()) {
if (descendants.contains(child)) {
continue;
}
descendants.add(child);
cacheDescendantsHelper(child);
}
}
protected boolean isAncestorHelper(List children, Node node, Set seenNodes) {
for (Node n : children) {
if (seenNodes.contains(n)) {
continue;
}
seenNodes.add(n);
if (n.equals(node)) {
return true;
}
if (isAncestorHelper(n.getChildNodes(), node, seenNodes)) {
return true;
}
}
return false;
}
/**
* Check whether this node is an ancestor of another node.
*
* @param node the Node to check
* @return whether this node is an ancestor of the passed in node.
*/
public boolean isAncestorOf(Node node) {
if (descendants != null) {
return descendants.contains(node);
}
if (this.equals(node)) {
return true; // node is its own ancestor
}
Set seenNodes = new HashSet();
seenNodes.add(this);
return isAncestorHelper(this.getChildNodes(), node, seenNodes);
}
/**
* Check whether this node has an ancestral relationship with another node (i.e. either this node is an ancestor of
* the other node, or vice versa)
*
* @param node the Node to check for a relationship
* @return whether a relationship exists
*/
public boolean hasAncestralRelationship(Node node) {
return this.isAncestorOf(node) || node.isAncestorOf(this);
}
/**
* Returns true if the given node is equivalent to this node. Two nodes are equivalent only if they have the same
* word, the same number of entering and leaving edges, and that their begin and end times are the same.
*
* @param other the Node we're comparing to
* @return true if the Node is equivalent; false otherwise
*/
public boolean isEquivalent(Node other) {
return
((word.getSpelling().equals(other.getWord().getSpelling()) &&
(getEnteringEdges().size() == other.getEnteringEdges().size() &&
getLeavingEdges().size() == other.getLeavingEdges().size())) &&
(getBeginTime() == other.getBeginTime() &&
endTime == other.getEndTime()));
}
/**
* Returns a leaving edge that is equivalent to the given edge. Two edges are eqivalent if Edge.isEquivalent()
* returns true.
*
* @param edge the Edge to compare the leaving edges of this node against
* @return an equivalent edge, if any; or null if no equivalent edge
*/
public Edge findEquivalentLeavingEdge(Edge edge) {
for (Edge e : leavingEdges) {
if (e.isEquivalent(edge)) {
return e;
}
}
return null;
}
/**
* Returns the best predecessor for this node.
*
* @return Returns the bestPredecessor.
*/
public Node getBestPredecessor() {
return bestPredecessor;
}
/**
* Sets the best predecessor of this node.
*
* @param bestPredecessor The bestPredecessor to set.
*/
public void setBestPredecessor(Node bestPredecessor) {
this.bestPredecessor = bestPredecessor;
}
/**
* Returns the Viterbi score for this node. The Viterbi score is usually computed during the speech recognition
* process.
*
* @return Returns the viterbiScore.
*/
public double getViterbiScore() {
return viterbiScore;
}
/**
* Sets the Viterbi score for this node. The Viterbi score is usually computed during the speech recognition
* process.
*
* @param viterbiScore The viterbiScore to set.
*/
public void setViterbiScore(double viterbiScore) {
this.viterbiScore = viterbiScore;
}
}