featuresequencewithbigrams.java

来自「mallet是自然语言处理、机器学习领域的一个开源项目。」· Java 代码 · 共 81 行

/* Copyright (C) 2005 Univ. of Massachusetts Amherst, Computer Science Dept.
   This file is part of "MALLET" (MAchine Learning for LanguagE Toolkit).
   http://www.cs.umass.edu/~mccallum/mallet
   This software is provided under the terms of the Common Public License,
   version 1.0, as published by http://www.opensource.org.  For further
   information, see the file `LICENSE' included with this distribution. */

package edu.umass.cs.mallet.base.types;

import edu.umass.cs.mallet.base.pipe.TokenSequenceRemoveStopwords;

import java.io.ObjectOutputStream;
import java.io.IOException;
import java.io.ObjectInputStream;

/** A FeatureSequence with a parallel record of bigrams, kept in a separate dictionary
 *  @author <a href="mailto:[e-mail]">Andrew McCallum</a>
 */

public class FeatureSequenceWithBigrams extends FeatureSequence
{
	public final static String deletionMark = "NextTokenDeleted";
	Alphabet biDictionary;
	int[] biFeatures;

	public FeatureSequenceWithBigrams (Alphabet dict, Alphabet bigramDictionary, TokenSequence ts)
	{
		super (dict, ts.size());
		int len = ts.size();
		this.biDictionary = bigramDictionary;
		this.biFeatures = new int[len];
		Token t, pt = null;
		for (int i = 0; i < len; i++) {
			t = ts.getToken(i);
			super.add(t.getText());
			if (pt != null && pt.getProperty(deletionMark) == null)
				biFeatures[i] = biDictionary.lookupIndex(pt.getText()+"_"+t.getText(), true);
			else
				biFeatures[i] = -1;
			pt = t;
		}
	}

	public Alphabet getBiAlphabet ()	{	return biDictionary; }

	public final int getBiIndexAtPosition (int pos)
	{
		return biFeatures[pos];
	}

	public Object getObjectAtPosition (int pos)
	{
		return biFeatures[pos] == -1 ? null : biDictionary.lookupObject (biFeatures[pos]);
	}

	// Serialization

	private static final long serialVersionUID = 1;
	private static final int CURRENT_SERIAL_VERSION = 0;
	private static final int NULL_INTEGER = -1;

	private void writeObject (ObjectOutputStream out) throws IOException {
		out.writeInt (CURRENT_SERIAL_VERSION);
		out.writeObject (biDictionary);
		out.writeInt (biFeatures.length);
		for (int i = 0; i < biFeatures.length; i++)
			out.writeInt (biFeatures[i]);
	}

	private void readObject (ObjectInputStream in) throws IOException, ClassNotFoundException {
		int version = in.readInt ();
		biDictionary = (Alphabet) in.readObject ();
		int featuresLength = in.readInt();
		biFeatures = new int[featuresLength];
		for (int i = 0; i < featuresLength; i++)
			biFeatures[i] = in.readInt ();
	}


}