/** * * 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 java.util.BitSet; /** * Implements a <i>Bloom filter</i>, as defined by Bloom in 1970. * <p> * The Bloom filter is a data structure that was introduced in 1970 and that has been adopted by * the networking research community in the past decade thanks to the bandwidth efficiencies that it * offers for the transmission of set membership information between networked hosts. A sender encodes * the information into a bit vector, the Bloom filter, that is more compact than a conventional * representation. Computation and space costs for construction are linear in the number of elements. * The receiver uses the filter to test whether various elements are members of the set. Though the * filter will occasionally return a false positive, it will never return a false negative. When creating * the filter, the sender can choose its desired point in a trade-off between the false positive rate and the size. * * <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 <a href="http://portal.acm.org/citation.cfm?id=362692&dl=ACM&coll=portal">Space/Time Trade-Offs in Hash Coding with Allowable Errors</a> */ public class BloomFilter extends Filter { private static final byte[] bitvalues = new byte[] { (byte)0x01, (byte)0x02, (byte)0x04, (byte)0x08, (byte)0x10, (byte)0x20, (byte)0x40, (byte)0x80 }; /** The bit vector. */ BitSet bits; /** Default constructor - use with readFields */ public BloomFilter() { super(); } /** * Constructor * @param vectorSize The vector size of <i>this</i> filter. * @param nbHash The number of hash function to consider. * @param hashType type of the hashing function (see * {@link org.apache.hadoop.util.hash.Hash}). */ public BloomFilter(int vectorSize, int nbHash, int hashType) { super(vectorSize, nbHash, hashType); bits = new BitSet(this.vectorSize); } @Override public void add(Key key) { if(key == null) { throw new NullPointerException("key cannot be null"); } int[] h = hash.hash(key); hash.clear(); for(int i = 0; i < nbHash; i++) { bits.set(h[i]); } } @Override public void and(Filter filter) { if(filter == null || !(filter instanceof BloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be and-ed"); } this.bits.and(((BloomFilter) filter).bits); } @Override public boolean membershipTest(Key key) { if(key == null) { throw new NullPointerException("key cannot be null"); } int[] h = hash.hash(key); hash.clear(); for(int i = 0; i < nbHash; i++) { if(!bits.get(h[i])) { return false; } } return true; } @Override public void not() { bits.flip(0, vectorSize - 1); } @Override public void or(Filter filter) { if(filter == null || !(filter instanceof BloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be or-ed"); } bits.or(((BloomFilter) filter).bits); } @Override public void xor(Filter filter) { if(filter == null || !(filter instanceof BloomFilter) || filter.vectorSize != this.vectorSize || filter.nbHash != this.nbHash) { throw new IllegalArgumentException("filters cannot be xor-ed"); } bits.xor(((BloomFilter) filter).bits); } @Override public String toString() { return bits.toString(); } /** * @return size of the the bloomfilter */ public int getVectorSize() { return this.vectorSize; } // Writable @Override public void write(DataOutput out) throws IOException { super.write(out); byte[] bytes = new byte[getNBytes()]; for(int i = 0, byteIndex = 0, bitIndex = 0; i < vectorSize; i++, bitIndex++) { if (bitIndex == 8) { bitIndex = 0; byteIndex++; } if (bitIndex == 0) { bytes[byteIndex] = 0; } if (bits.get(i)) { bytes[byteIndex] |= bitvalues[bitIndex]; } } out.write(bytes); } @Override public void readFields(DataInput in) throws IOException { super.readFields(in); bits = new BitSet(this.vectorSize); byte[] bytes = new byte[getNBytes()]; in.readFully(bytes); for(int i = 0, byteIndex = 0, bitIndex = 0; i < vectorSize; i++, bitIndex++) { if (bitIndex == 8) { bitIndex = 0; byteIndex++; } if ((bytes[byteIndex] & bitvalues[bitIndex]) != 0) { bits.set(i); } } } /* @return number of bytes needed to hold bit vector */ private int getNBytes() { return (vectorSize + 7) / 8; } }//end class