001/** 002 * Licensed to the Apache Software Foundation (ASF) under one 003 * or more contributor license agreements. See the NOTICE file 004 * distributed with this work for additional information 005 * regarding copyright ownership. The ASF licenses this file 006 * to you under the Apache License, Version 2.0 (the 007 * "License"); you may not use this file except in compliance 008 * with the License. You may obtain a copy of the License at 009 * 010 * http://www.apache.org/licenses/LICENSE-2.0 011 * 012 * Unless required by applicable law or agreed to in writing, software 013 * distributed under the License is distributed on an "AS IS" BASIS, 014 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 015 * See the License for the specific language governing permissions and 016 * limitations under the License. 017 */ 018 019package org.apache.hadoop.mapreduce.lib.fieldsel; 020 021import java.io.IOException; 022import java.util.ArrayList; 023import java.util.List; 024 025import org.apache.commons.logging.Log; 026import org.apache.commons.logging.LogFactory; 027import org.apache.hadoop.classification.InterfaceAudience; 028import org.apache.hadoop.classification.InterfaceStability; 029import org.apache.hadoop.conf.Configuration; 030import org.apache.hadoop.io.Text; 031import org.apache.hadoop.mapreduce.Mapper; 032import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; 033 034/** 035 * This class implements a mapper class that can be used to perform 036 * field selections in a manner similar to unix cut. The input data is treated 037 * as fields separated by a user specified separator (the default value is 038 * "\t"). The user can specify a list of fields that form the map output keys, 039 * and a list of fields that form the map output values. If the inputformat is 040 * TextInputFormat, the mapper will ignore the key to the map function. and the 041 * fields are from the value only. Otherwise, the fields are the union of those 042 * from the key and those from the value. 043 * 044 * The field separator is under attribute "mapreduce.fieldsel.data.field.separator" 045 * 046 * The map output field list spec is under attribute 047 * "mapreduce.fieldsel.map.output.key.value.fields.spec". 048 * The value is expected to be like 049 * "keyFieldsSpec:valueFieldsSpec" key/valueFieldsSpec are comma (,) separated 050 * field spec: fieldSpec,fieldSpec,fieldSpec ... Each field spec can be a 051 * simple number (e.g. 5) specifying a specific field, or a range (like 2-5) 052 * to specify a range of fields, or an open range (like 3-) specifying all 053 * the fields starting from field 3. The open range field spec applies value 054 * fields only. They have no effect on the key fields. 055 * 056 * Here is an example: "4,3,0,1:6,5,1-3,7-". It specifies to use fields 057 * 4,3,0 and 1 for keys, and use fields 6,5,1,2,3,7 and above for values. 058 */ 059@InterfaceAudience.Public 060@InterfaceStability.Stable 061public class FieldSelectionMapper<K, V> 062 extends Mapper<K, V, Text, Text> { 063 064 private String mapOutputKeyValueSpec; 065 066 private boolean ignoreInputKey; 067 068 private String fieldSeparator = "\t"; 069 070 private List<Integer> mapOutputKeyFieldList = new ArrayList<Integer>(); 071 072 private List<Integer> mapOutputValueFieldList = new ArrayList<Integer>(); 073 074 private int allMapValueFieldsFrom = -1; 075 076 public static final Log LOG = LogFactory.getLog("FieldSelectionMapReduce"); 077 078 public void setup(Context context) 079 throws IOException, InterruptedException { 080 Configuration conf = context.getConfiguration(); 081 this.fieldSeparator = 082 conf.get(FieldSelectionHelper.DATA_FIELD_SEPERATOR, "\t"); 083 this.mapOutputKeyValueSpec = 084 conf.get(FieldSelectionHelper.MAP_OUTPUT_KEY_VALUE_SPEC, "0-:"); 085 try { 086 this.ignoreInputKey = TextInputFormat.class.getCanonicalName().equals( 087 context.getInputFormatClass().getCanonicalName()); 088 } catch (ClassNotFoundException e) { 089 throw new IOException("Input format class not found", e); 090 } 091 allMapValueFieldsFrom = FieldSelectionHelper.parseOutputKeyValueSpec( 092 mapOutputKeyValueSpec, mapOutputKeyFieldList, mapOutputValueFieldList); 093 LOG.info(FieldSelectionHelper.specToString(fieldSeparator, 094 mapOutputKeyValueSpec, allMapValueFieldsFrom, mapOutputKeyFieldList, 095 mapOutputValueFieldList) + "\nignoreInputKey:" + ignoreInputKey); 096 } 097 098 /** 099 * The identify function. Input key/value pair is written directly to output. 100 */ 101 public void map(K key, V val, Context context) 102 throws IOException, InterruptedException { 103 FieldSelectionHelper helper = new FieldSelectionHelper( 104 FieldSelectionHelper.emptyText, FieldSelectionHelper.emptyText); 105 helper.extractOutputKeyValue(key.toString(), val.toString(), 106 fieldSeparator, mapOutputKeyFieldList, mapOutputValueFieldList, 107 allMapValueFieldsFrom, ignoreInputKey, true); 108 context.write(helper.getKey(), helper.getValue()); 109 } 110}