/** * 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.mapreduce.lib.fieldsel; import java.io.IOException; import java.util.ArrayList; import java.util.List; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import org.apache.hadoop.classification.InterfaceAudience; import org.apache.hadoop.classification.InterfaceStability; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Reducer; /** * This class implements a reducer class that can be used to perform field * selections in a manner similar to unix cut. * * The input data is treated as fields separated by a user specified * separator (the default value is "\t"). The user can specify a list of * fields that form the reduce output keys, and a list of fields that form * the reduce output values. The fields are the union of those from the key * and those from the value. * * The field separator is under attribute "mapreduce.fieldsel.data.field.separator" * * The reduce output field list spec is under attribute * "mapreduce.fieldsel.reduce.output.key.value.fields.spec". * The value is expected to be like * "keyFieldsSpec:valueFieldsSpec" key/valueFieldsSpec are comma (,) * separated field spec: fieldSpec,fieldSpec,fieldSpec ... Each field spec * can be a simple number (e.g. 5) specifying a specific field, or a range * (like 2-5) to specify a range of fields, or an open range (like 3-) * specifying all the fields starting from field 3. The open range field * spec applies value fields only. They have no effect on the key fields. * * Here is an example: "4,3,0,1:6,5,1-3,7-". It specifies to use fields * 4,3,0 and 1 for keys, and use fields 6,5,1,2,3,7 and above for values. */ @InterfaceAudience.Public @InterfaceStability.Stable public class FieldSelectionReducer<K, V> extends Reducer<Text, Text, Text, Text> { private String fieldSeparator = "\t"; private String reduceOutputKeyValueSpec; private List<Integer> reduceOutputKeyFieldList = new ArrayList<Integer>(); private List<Integer> reduceOutputValueFieldList = new ArrayList<Integer>(); private int allReduceValueFieldsFrom = -1; public static final Log LOG = LogFactory.getLog("FieldSelectionMapReduce"); public void setup(Context context) throws IOException, InterruptedException { Configuration conf = context.getConfiguration(); this.fieldSeparator = conf.get(FieldSelectionHelper.DATA_FIELD_SEPERATOR, "\t"); this.reduceOutputKeyValueSpec = conf.get(FieldSelectionHelper.REDUCE_OUTPUT_KEY_VALUE_SPEC, "0-:"); allReduceValueFieldsFrom = FieldSelectionHelper.parseOutputKeyValueSpec( reduceOutputKeyValueSpec, reduceOutputKeyFieldList, reduceOutputValueFieldList); LOG.info(FieldSelectionHelper.specToString(fieldSeparator, reduceOutputKeyValueSpec, allReduceValueFieldsFrom, reduceOutputKeyFieldList, reduceOutputValueFieldList)); } public void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException { String keyStr = key.toString() + this.fieldSeparator; for (Text val : values) { FieldSelectionHelper helper = new FieldSelectionHelper(); helper.extractOutputKeyValue(keyStr, val.toString(), fieldSeparator, reduceOutputKeyFieldList, reduceOutputValueFieldList, allReduceValueFieldsFrom, false, false); context.write(helper.getKey(), helper.getValue()); } } }