All Downloads are FREE. Search and download functionalities are using the official Maven repository.

org.apache.lucene.search.similarities.LMSimilarity Maven / Gradle / Ivy

The newest version!
/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You 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 org.apache.lucene.search.similarities;


import java.util.List;
import java.util.Locale;

import org.apache.lucene.search.CollectionStatistics;
import org.apache.lucene.search.Explanation;
import org.apache.lucene.search.TermStatistics;

/**
 * Abstract superclass for language modeling Similarities. The following inner
 * types are introduced:
 * 
    *
  • {@link LMStats}, which defines a new statistic, the probability that * the collection language model generates the current term;
  • *
  • {@link CollectionModel}, which is a strategy interface for object that * compute the collection language model {@code p(w|C)};
  • *
  • {@link DefaultCollectionModel}, an implementation of the former, that * computes the term probability as the number of occurrences of the term in the * collection, divided by the total number of tokens.
  • *
* * @lucene.experimental */ public abstract class LMSimilarity extends SimilarityBase { /** The collection model. */ protected final CollectionModel collectionModel; /** Creates a new instance with the specified collection language model. */ public LMSimilarity(CollectionModel collectionModel) { this.collectionModel = collectionModel; } /** Creates a new instance with the default collection language model. */ public LMSimilarity() { this(new DefaultCollectionModel()); } @Override protected BasicStats newStats(String field) { return new LMStats(field); } /** * Computes the collection probability of the current term in addition to the * usual statistics. */ @Override protected void fillBasicStats(BasicStats stats, CollectionStatistics collectionStats, TermStatistics termStats) { super.fillBasicStats(stats, collectionStats, termStats); LMStats lmStats = (LMStats) stats; lmStats.setCollectionProbability(collectionModel.computeProbability(stats)); } @Override protected void explain(List subExpls, BasicStats stats, int doc, float freq, float docLen) { subExpls.add(Explanation.match(collectionModel.computeProbability(stats), "collection probability")); } /** * Returns the name of the LM method. The values of the parameters should be * included as well. *

Used in {@link #toString()}

. */ public abstract String getName(); /** * Returns the name of the LM method. If a custom collection model strategy is * used, its name is included as well. * @see #getName() * @see CollectionModel#getName() * @see DefaultCollectionModel */ @Override public String toString() { String coll = collectionModel.getName(); if (coll != null) { return String.format(Locale.ROOT, "LM %s - %s", getName(), coll); } else { return String.format(Locale.ROOT, "LM %s", getName()); } } /** Stores the collection distribution of the current term. */ public static class LMStats extends BasicStats { /** The probability that the current term is generated by the collection. */ private float collectionProbability; /** * Creates LMStats for the provided field and query-time boost */ public LMStats(String field) { super(field); } /** * Returns the probability that the current term is generated by the * collection. */ public final float getCollectionProbability() { return collectionProbability; } /** * Sets the probability that the current term is generated by the * collection. */ public final void setCollectionProbability(float collectionProbability) { this.collectionProbability = collectionProbability; } } /** A strategy for computing the collection language model. */ public static interface CollectionModel { /** * Computes the probability {@code p(w|C)} according to the language model * strategy for the current term. */ public float computeProbability(BasicStats stats); /** The name of the collection model strategy. */ public String getName(); } /** * Models {@code p(w|C)} as the number of occurrences of the term in the * collection, divided by the total number of tokens {@code + 1}. */ public static class DefaultCollectionModel implements CollectionModel { /** Sole constructor: parameter-free */ public DefaultCollectionModel() {} @Override public float computeProbability(BasicStats stats) { return (stats.getTotalTermFreq()+1F) / (stats.getNumberOfFieldTokens()+1F); } @Override public String getName() { return null; } } }




© 2015 - 2025 Weber Informatics LLC | Privacy Policy