/* * 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.pig.builtin; import java.io.ByteArrayInputStream; import java.io.DataInputStream; import java.io.File; import java.io.FileInputStream; import java.io.FilenameFilter; import java.io.IOException; import java.util.ArrayList; import java.util.List; import org.apache.hadoop.fs.Path; import org.apache.hadoop.util.bloom.BloomFilter; import org.apache.hadoop.util.bloom.Key; import org.apache.pig.FilterFunc; import org.apache.pig.data.DataByteArray; import org.apache.pig.data.DataType; import org.apache.pig.data.Tuple; import org.apache.pig.data.TupleFactory; /** * Use a Bloom filter build previously by BuildBloom. You would first * build a bloom filter in a group all job. For example: * in a group all job. For example: * define bb BuildBloom('jenkins', '100', '0.1'); * A = load 'foo' as (x, y); * B = group A all; * C = foreach B generate bb(A.x); * store C into 'mybloom'; * The bloom filter can be on multiple keys by passing more than one field * (or the entire bag) to BuildBloom. * The resulting file can then be used in a Bloom filter as: * define bloom Bloom(mybloom); * A = load 'foo' as (x, y); * B = load 'bar' as (z); * C = filter B by bloom(z); * D = join C by z, A by x; * It uses {@link org.apache.hadoop.util.bloom.BloomFilter}. * * You can also pass the Bloom filter from BuildBloom directly to Bloom UDF * as a scalar instead of storing it to file and loading again. This is simpler * if the Bloom filter will not be reused and needs to be discarded after the * run of the script. * * define bb BuildBloom('jenkins', '100', '0.1'); * A = load 'foo' as (x, y); * B = group A all; * C = foreach B generate bb(A.x) as bloomfilter; * D = load 'bar' as (z); * E = filter D by Bloom(C.bloomfilter, z); * F = join E by z, A by x; */ public class Bloom extends FilterFunc { private static TupleFactory mTupleFactory = TupleFactory.getInstance(); private String bloomFile; private BloomFilter filter = null; public Bloom() { } /** * The filename containing the serialized Bloom filter. If filename is null * or the no-arg constructor is used, then the bloomfilter bytearray which * is the output of BuildBloom should be passed as the first argument to the UDF * * @param filename file containing the serialized Bloom filter */ public Bloom(String filename) { bloomFile = filename; } @Override public Boolean exec(Tuple input) throws IOException { if (filter == null) { init(input); } byte[] b; if (bloomFile == null) { // The first one is the bloom filter. Skip that if (input.size() == 2) { b = DataType.toBytes(input.get(1)); } else { List<Object> inputList = input.getAll(); Tuple tuple = mTupleFactory.newTupleNoCopy(inputList.subList(1, inputList.size())); b = DataType.toBytes(tuple, DataType.TUPLE); } } else { if (input.size() == 1) { b = DataType.toBytes(input.get(0)); } else { b = DataType.toBytes(input, DataType.TUPLE); } } Key k = new Key(b); return filter.membershipTest(k); } @Override public List<String> getCacheFiles() { if (bloomFile != null) { List<String> list = new ArrayList<String>(1); // We were passed the name of the file on HDFS. Append a // name for the file on the task node. try { list.add(bloomFile + "#" + getFilenameFromPath(bloomFile)); } catch (IOException e) { throw new RuntimeException(e); } return list; } return null; } private void init(Tuple input) throws IOException { if (bloomFile == null) { if (input.get(0) instanceof DataByteArray) { filter = BuildBloomBase.bloomIn((DataByteArray) input.get(0)); } else { throw new IllegalArgumentException("The first argument to the Bloom UDF should be" + " the bloom filter if a bloom file is not specified in the constructor"); } } else { filter = new BloomFilter(); String dir = "./" + getFilenameFromPath(bloomFile); String[] partFiles = new File(dir) .list(new FilenameFilter() { @Override public boolean accept(File current, String name) { return name.startsWith("part"); } }); String dcFile = dir + "/" + partFiles[0]; DataInputStream dis = new DataInputStream(new FileInputStream(dcFile)); try { filter.readFields(dis); } finally { dis.close(); } } } /** * For testing only, do not use directly. */ public void setFilter(DataByteArray dba) throws IOException { DataInputStream dis = new DataInputStream(new ByteArrayInputStream(dba.get())); filter = new BloomFilter(); filter.readFields(dis); } private String getFilenameFromPath(String p) throws IOException { Path path = new Path(p); return path.toUri().getPath().replace("/", "_"); } }