com.github.steveash.jg2p.phoseq.Perplexity Maven / Gradle / Ivy
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/*
* Copyright 2015 Steve Ash
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.github.steveash.jg2p.phoseq;
import com.google.common.math.DoubleMath;
/**
* @author Steve Ash
*/
public class Perplexity {
private double sumLogProb = 0;
private double normalLogProb = 0;
private int sentenceCount = 0;
public void addSentenceProb(double prob, int sentenceLength) {
double log2 = DoubleMath.log2(prob);
normalLogProb += (log2 / (sentenceLength + 2)); // adding 2 for the term/start chars
sumLogProb += log2;
sentenceCount += 1;
}
public double calculate() {
double exp = -1 * (sumLogProb / sentenceCount);
return Math.pow(2.0, exp);
}
public double averageNormalLogProb() {
return normalLogProb / sentenceCount;
}
}