org.apache.hadoop.mapreduce.lib.fieldsel.FieldSelectionMapper Maven / Gradle / Ivy
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/**
* 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.Mapper;
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat;
/**
* This class implements a mapper 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 map output keys,
* and a list of fields that form the map output values. If the inputformat is
* TextInputFormat, the mapper will ignore the key to the map function. and the
* fields are from the value only. Otherwise, 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 map output field list spec is under attribute
* "mapreduce.fieldsel.map.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 FieldSelectionMapper
extends Mapper {
private String mapOutputKeyValueSpec;
private boolean ignoreInputKey;
private String fieldSeparator = "\t";
private List mapOutputKeyFieldList = new ArrayList();
private List mapOutputValueFieldList = new ArrayList();
private int allMapValueFieldsFrom = -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.mapOutputKeyValueSpec =
conf.get(FieldSelectionHelper.MAP_OUTPUT_KEY_VALUE_SPEC, "0-:");
try {
this.ignoreInputKey = TextInputFormat.class.getCanonicalName().equals(
context.getInputFormatClass().getCanonicalName());
} catch (ClassNotFoundException e) {
throw new IOException("Input format class not found", e);
}
allMapValueFieldsFrom = FieldSelectionHelper.parseOutputKeyValueSpec(
mapOutputKeyValueSpec, mapOutputKeyFieldList, mapOutputValueFieldList);
LOG.info(FieldSelectionHelper.specToString(fieldSeparator,
mapOutputKeyValueSpec, allMapValueFieldsFrom, mapOutputKeyFieldList,
mapOutputValueFieldList) + "\nignoreInputKey:" + ignoreInputKey);
}
/**
* The identify function. Input key/value pair is written directly to output.
*/
public void map(K key, V val, Context context)
throws IOException, InterruptedException {
FieldSelectionHelper helper = new FieldSelectionHelper(
FieldSelectionHelper.emptyText, FieldSelectionHelper.emptyText);
helper.extractOutputKeyValue(key.toString(), val.toString(),
fieldSeparator, mapOutputKeyFieldList, mapOutputValueFieldList,
allMapValueFieldsFrom, ignoreInputKey, true);
context.write(helper.getKey(), helper.getValue());
}
}