/** * * Copyright (c) 2005, European Commission project OneLab under contract 034819 (http://www.one-lab.org) * All rights reserved. * Redistribution and use in source and binary forms, with or * without modification, are permitted provided that the following * conditions are met: * - Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * - Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in * the documentation and/or other materials provided with the distribution. * - Neither the name of the University Catholique de Louvain - UCL * nor the names of its contributors may be used to endorse or * promote products derived from this software without specific prior * written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. */ /** * 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.hadoop.util.bloom; import java.io.DataInput; import java.io.DataOutput; import java.io.IOException; import org.apache.hadoop.classification.InterfaceAudience; import org.apache.hadoop.classification.InterfaceStability; /** * Implements a <i>dynamic Bloom filter</i>, as defined in the INFOCOM 2006 paper. * <p> * A dynamic Bloom filter (DBF) makes use of a <code>s * m</code> bit matrix but * each of the <code>s</code> rows is a standard Bloom filter. The creation * process of a DBF is iterative. At the start, the DBF is a <code>1 * m</code> * bit matrix, i.e., it is composed of a single standard Bloom filter. * It assumes that <code>n<sub>r</sub></code> elements are recorded in the * initial bit vector, where <code>n<sub>r</sub> <= n</code> (<code>n</code> is * the cardinality of the set <code>A</code> to record in the filter). * <p> * As the size of <code>A</code> grows during the execution of the application, * several keys must be inserted in the DBF. When inserting a key into the DBF, * one must first get an active Bloom filter in the matrix. A Bloom filter is * active when the number of recorded keys, <code>n<sub>r</sub></code>, is * strictly less than the current cardinality of <code>A</code>, <code>n</code>. * If an active Bloom filter is found, the key is inserted and * <code>n<sub>r</sub></code> is incremented by one. On the other hand, if there * is no active Bloom filter, a new one is created (i.e., a new row is added to * the matrix) according to the current size of <code>A</code> and the element * is added in this new Bloom filter and the <code>n<sub>r</sub></code> value of * this new Bloom filter is set to one. A given key is said to belong to the * DBF if the <code>k</code> positions are set to one in one of the matrix rows. * <p> * Originally created by * <a href="http://www.one-lab.org">European Commission One-Lab Project 034819</a>. * * @see Filter The general behavior of a filter * @see BloomFilter A Bloom filter * * @see <a href="http://www.cse.fau.edu/~jie/research/publications/Publication_files/infocom2006.pdf">Theory and Network Applications of Dynamic Bloom Filters</a> */ @InterfaceAudience.Public @InterfaceStability.Stable public class DynamicBloomFilter extends Filter { /** * Threshold for the maximum number of key to record in a dynamic Bloom filter row. */ private int nr; /** * The number of keys recorded in the current standard active Bloom filter. */ private int currentNbRecord; /** * The matrix of Bloom filter. */ private BloomFilter[] matrix; /** * Zero-args constructor for the serialization. */ public DynamicBloomFilter() { } /** * Constructor. * <p> * Builds an empty Dynamic Bloom filter. * @param vectorSize The number of bits in the vector. * @param nbHash The number of hash function to consider. * @param hashType type of the hashing function (see * {@link org.apache.hadoop.util.hash.Hash}). * @param nr The threshold for the maximum number of keys to record in a * dynamic Bloom filter row. */ public DynamicBloomFilter(int vectorSize, int nbHash, int hashType, int nr) { super(vectorSize, nbHash, hashType); this.nr = nr; this.currentNbRecord = 0; matrix = new BloomFilter[1]; matrix[0] = new BloomFilter(this.vectorSize, this.nbHash, this.hashType); } @Override public void add(Key key) { if (key == null) { throw new NullPointerException("Key can not be null"); } BloomFilter bf = getActiveStandardBF(); if (bf == null) { addRow(); bf = matrix[matrix.length - 1]; currentNbRecord = 0; } bf.add(key); currentNbRecord++; } @Override public void and(Filter filter) { if (filter == null || !(filter instanceof DynamicBloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be and-ed"); } DynamicBloomFilter dbf = (DynamicBloomFilter)filter; if (dbf.matrix.length != this.matrix.length || dbf.nr != this.nr) { throw new IllegalArgumentException("filters cannot be and-ed"); } for (int i = 0; i < matrix.length; i++) { matrix[i].and(dbf.matrix[i]); } } @Override public boolean membershipTest(Key key) { if (key == null) { return true; } for (int i = 0; i < matrix.length; i++) { if (matrix[i].membershipTest(key)) { return true; } } return false; } @Override public void not() { for (int i = 0; i < matrix.length; i++) { matrix[i].not(); } } @Override public void or(Filter filter) { if (filter == null || !(filter instanceof DynamicBloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be or-ed"); } DynamicBloomFilter dbf = (DynamicBloomFilter)filter; if (dbf.matrix.length != this.matrix.length || dbf.nr != this.nr) { throw new IllegalArgumentException("filters cannot be or-ed"); } for (int i = 0; i < matrix.length; i++) { matrix[i].or(dbf.matrix[i]); } } @Override public void xor(Filter filter) { if (filter == null || !(filter instanceof DynamicBloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be xor-ed"); } DynamicBloomFilter dbf = (DynamicBloomFilter)filter; if (dbf.matrix.length != this.matrix.length || dbf.nr != this.nr) { throw new IllegalArgumentException("filters cannot be xor-ed"); } for(int i = 0; i<matrix.length; i++) { matrix[i].xor(dbf.matrix[i]); } } @Override public String toString() { StringBuilder res = new StringBuilder(); for (int i = 0; i < matrix.length; i++) { res.append(matrix[i]); res.append(Character.LINE_SEPARATOR); } return res.toString(); } // Writable @Override public void write(DataOutput out) throws IOException { super.write(out); out.writeInt(nr); out.writeInt(currentNbRecord); out.writeInt(matrix.length); for (int i = 0; i < matrix.length; i++) { matrix[i].write(out); } } @Override public void readFields(DataInput in) throws IOException { super.readFields(in); nr = in.readInt(); currentNbRecord = in.readInt(); int len = in.readInt(); matrix = new BloomFilter[len]; for (int i = 0; i < matrix.length; i++) { matrix[i] = new BloomFilter(); matrix[i].readFields(in); } } /** * Adds a new row to <i>this</i> dynamic Bloom filter. */ private void addRow() { BloomFilter[] tmp = new BloomFilter[matrix.length + 1]; for (int i = 0; i < matrix.length; i++) { tmp[i] = matrix[i]; } tmp[tmp.length-1] = new BloomFilter(vectorSize, nbHash, hashType); matrix = tmp; } /** * Returns the active standard Bloom filter in <i>this</i> dynamic Bloom filter. * @return BloomFilter The active standard Bloom filter. * <code>Null</code> otherwise. */ private BloomFilter getActiveStandardBF() { if (currentNbRecord >= nr) { return null; } return matrix[matrix.length - 1]; } }