/** * 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.util.List; import org.apache.hadoop.classification.InterfaceAudience; import org.apache.hadoop.classification.InterfaceStability; import org.apache.hadoop.io.Text; /** * This class implements a mapper/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 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. * * The reduce output field list spec is under attribute * "mapreduce.fieldsel.reduce.output.key.value.fields.spec". * * The reducer extracts output key/value pairs in a similar manner, except that * the key is never ignored. * */ @InterfaceAudience.Public @InterfaceStability.Stable public class FieldSelectionHelper { public static Text emptyText = new Text(""); public static final String DATA_FIELD_SEPERATOR = "mapreduce.fieldsel.data.field.separator"; public static final String MAP_OUTPUT_KEY_VALUE_SPEC = "mapreduce.fieldsel.map.output.key.value.fields.spec"; public static final String REDUCE_OUTPUT_KEY_VALUE_SPEC = "mapreduce.fieldsel.reduce.output.key.value.fields.spec"; /** * Extract the actual field numbers from the given field specs. * If a field spec is in the form of "n-" (like 3-), then n will be the * return value. Otherwise, -1 will be returned. * @param fieldListSpec an array of field specs * @param fieldList an array of field numbers extracted from the specs. * @return number n if some field spec is in the form of "n-", -1 otherwise. */ private static int extractFields(String[] fieldListSpec, List<Integer> fieldList) { int allFieldsFrom = -1; int i = 0; int j = 0; int pos = -1; String fieldSpec = null; for (i = 0; i < fieldListSpec.length; i++) { fieldSpec = fieldListSpec[i]; if (fieldSpec.length() == 0) { continue; } pos = fieldSpec.indexOf('-'); if (pos < 0) { Integer fn = new Integer(fieldSpec); fieldList.add(fn); } else { String start = fieldSpec.substring(0, pos); String end = fieldSpec.substring(pos + 1); if (start.length() == 0) { start = "0"; } if (end.length() == 0) { allFieldsFrom = Integer.parseInt(start); continue; } int startPos = Integer.parseInt(start); int endPos = Integer.parseInt(end); for (j = startPos; j <= endPos; j++) { fieldList.add(j); } } } return allFieldsFrom; } private static String selectFields(String[] fields, List<Integer> fieldList, int allFieldsFrom, String separator) { String retv = null; int i = 0; StringBuffer sb = null; if (fieldList != null && fieldList.size() > 0) { if (sb == null) { sb = new StringBuffer(); } for (Integer index : fieldList) { if (index < fields.length) { sb.append(fields[index]); } sb.append(separator); } } if (allFieldsFrom >= 0) { if (sb == null) { sb = new StringBuffer(); } for (i = allFieldsFrom; i < fields.length; i++) { sb.append(fields[i]).append(separator); } } if (sb != null) { retv = sb.toString(); if (retv.length() > 0) { retv = retv.substring(0, retv.length() - 1); } } return retv; } public static int parseOutputKeyValueSpec(String keyValueSpec, List<Integer> keyFieldList, List<Integer> valueFieldList) { String[] keyValSpecs = keyValueSpec.split(":", -1); String[] keySpec = keyValSpecs[0].split(","); String[] valSpec = new String[0]; if (keyValSpecs.length > 1) { valSpec = keyValSpecs[1].split(","); } FieldSelectionHelper.extractFields(keySpec, keyFieldList); return FieldSelectionHelper.extractFields(valSpec, valueFieldList); } public static String specToString(String fieldSeparator, String keyValueSpec, int allValueFieldsFrom, List<Integer> keyFieldList, List<Integer> valueFieldList) { StringBuffer sb = new StringBuffer(); sb.append("fieldSeparator: ").append(fieldSeparator).append("\n"); sb.append("keyValueSpec: ").append(keyValueSpec).append("\n"); sb.append("allValueFieldsFrom: ").append(allValueFieldsFrom); sb.append("\n"); sb.append("keyFieldList.length: ").append(keyFieldList.size()); sb.append("\n"); for (Integer field : keyFieldList) { sb.append("\t").append(field).append("\n"); } sb.append("valueFieldList.length: ").append(valueFieldList.size()); sb.append("\n"); for (Integer field : valueFieldList) { sb.append("\t").append(field).append("\n"); } return sb.toString(); } private Text key = null; private Text value = null; public FieldSelectionHelper() { } public FieldSelectionHelper(Text key, Text val) { this.key = key; this.value = val; } public Text getKey() { return key; } public Text getValue() { return value; } public void extractOutputKeyValue(String key, String val, String fieldSep, List<Integer> keyFieldList, List<Integer> valFieldList, int allValueFieldsFrom, boolean ignoreKey, boolean isMap) { if (!ignoreKey) { val = key + val; } String[] fields = val.split(fieldSep); String newKey = selectFields(fields, keyFieldList, -1, fieldSep); String newVal = selectFields(fields, valFieldList, allValueFieldsFrom, fieldSep); if (isMap && newKey == null) { newKey = newVal; newVal = null; } if (newKey != null) { this.key = new Text(newKey); } if (newVal != null) { this.value = new Text(newVal); } } }