/**
* 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());
}
}
}