/* * This file is part of ELKI: * Environment for Developing KDD-Applications Supported by Index-Structures * * Copyright (C) 2017 * ELKI Development Team * * This program is free software: you can redistribute it and/or modify * it under the terms of the GNU Affero General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU Affero General Public License for more details. * * You should have received a copy of the GNU Affero General Public License * along with this program. If not, see <http://www.gnu.org/licenses/>. */ package de.lmu.ifi.dbs.elki.distance.similarityfunction; import de.lmu.ifi.dbs.elki.data.type.TypeInformation; import de.lmu.ifi.dbs.elki.database.relation.Relation; import de.lmu.ifi.dbs.elki.index.Index; import de.lmu.ifi.dbs.elki.index.IndexFactory; import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer; import de.lmu.ifi.dbs.elki.utilities.optionhandling.OptionID; import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameterization; import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.ObjectParameter; /** * Abstract super class for distance functions needing a preprocessor. * * @author Elke Achtert * @since 0.4.0 * * @apiviz.uses IndexFactory * @apiviz.has Instance oneway - - «create» * * @param <O> object type * @param <I> index type */ public abstract class AbstractIndexBasedSimilarityFunction<O, I extends Index> implements IndexBasedSimilarityFunction<O> { /** * Parameter to specify the preprocessor to be used. * <p> * Key: {@code -similarityfunction.preprocessor} * </p> */ protected IndexFactory<O, I> indexFactory; /** * Constructor. * * @param indexFactory */ public AbstractIndexBasedSimilarityFunction(IndexFactory<O, I> indexFactory) { super(); this.indexFactory = indexFactory; } @Override abstract public <T extends O> Instance<T, ?> instantiate(Relation<T> database); @Override public boolean isSymmetric() { return true; } @Override final public TypeInformation getInputTypeRestriction() { return indexFactory.getInputTypeRestriction(); } /** * The actual instance bound to a particular database. * * @author Erich Schubert * * @apiviz.uses Index * * @param <O> Object type * @param <I> Index type */ abstract public static class Instance<O, I extends Index> implements IndexBasedSimilarityFunction.Instance<O, I> { /** * Relation to query. */ protected final Relation<O> relation; /** * Parent index */ protected final I index; /** * Constructor. * * @param relation Data relation * @param index Index to use */ public Instance(Relation<O> relation, I index) { super(); this.relation = relation; this.index = index; } @Override public Relation<? extends O> getRelation() { return relation; } @Override public I getIndex() { return index; } } /** * Parameterization class. * * @author Erich Schubert * * @apiviz.exclude */ public abstract static class Parameterizer<F extends IndexFactory<?, ?>> extends AbstractParameterizer { /** * Parameter to specify the preprocessor to be used. * <p> * Key: {@code -similarityfunction.preprocessor} * </p> */ public static final OptionID INDEX_ID = new OptionID("similarityfunction.preprocessor", "Preprocessor to use."); /** * The index factory we use. */ protected F factory = null; /** * Get the index factory parameter. * * @param config Parameterization * @param restrictionClass Restriction class * @param defaultClass Default class */ protected void configIndexFactory(Parameterization config, final Class<?> restrictionClass, final Class<?> defaultClass) { final ObjectParameter<F> param = new ObjectParameter<>(INDEX_ID, restrictionClass, defaultClass); if(config.grab(param)) { factory = param.instantiateClass(config); } } } }