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+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" 
"http://www.w3.org/TR/html4/loose.dtd";>
+<html lang="en">
+<head>
+<title>Source code</title>
+<link rel="stylesheet" type="text/css" href="../../../../../../stylesheet.css" 
title="Style">
+</head>
+<body>
+<div class="sourceContainer">
+<pre><span class="sourceLineNo">001</span>/**<a name="line.1"></a>
+<span class="sourceLineNo">002</span> * Licensed to the Apache Software 
Foundation (ASF) under one<a name="line.2"></a>
+<span class="sourceLineNo">003</span> * or more contributor license 
agreements.  See the NOTICE file<a name="line.3"></a>
+<span class="sourceLineNo">004</span> * distributed with this work for 
additional information<a name="line.4"></a>
+<span class="sourceLineNo">005</span> * regarding copyright ownership.  The 
ASF licenses this file<a name="line.5"></a>
+<span class="sourceLineNo">006</span> * to you under the Apache License, 
Version 2.0 (the<a name="line.6"></a>
+<span class="sourceLineNo">007</span> * "License"); you may not use this file 
except in compliance<a name="line.7"></a>
+<span class="sourceLineNo">008</span> * with the License.  You may obtain a 
copy of the License at<a name="line.8"></a>
+<span class="sourceLineNo">009</span> *<a name="line.9"></a>
+<span class="sourceLineNo">010</span> *     
http://www.apache.org/licenses/LICENSE-2.0<a name="line.10"></a>
+<span class="sourceLineNo">011</span> *<a name="line.11"></a>
+<span class="sourceLineNo">012</span> * Unless required by applicable law or 
agreed to in writing, software<a name="line.12"></a>
+<span class="sourceLineNo">013</span> * distributed under the License is 
distributed on an "AS IS" BASIS,<a name="line.13"></a>
+<span class="sourceLineNo">014</span> * WITHOUT WARRANTIES OR CONDITIONS OF 
ANY KIND, either express or implied.<a name="line.14"></a>
+<span class="sourceLineNo">015</span> * See the License for the specific 
language governing permissions and<a name="line.15"></a>
+<span class="sourceLineNo">016</span> * limitations under the License.<a 
name="line.16"></a>
+<span class="sourceLineNo">017</span> */<a name="line.17"></a>
+<span class="sourceLineNo">018</span>package 
org.apache.hadoop.hbase.mapreduce;<a name="line.18"></a>
+<span class="sourceLineNo">019</span><a name="line.19"></a>
+<span class="sourceLineNo">020</span>import java.io.IOException;<a 
name="line.20"></a>
+<span class="sourceLineNo">021</span>import 
java.io.UnsupportedEncodingException;<a name="line.21"></a>
+<span class="sourceLineNo">022</span>import java.util.HashMap;<a 
name="line.22"></a>
+<span class="sourceLineNo">023</span>import java.util.List;<a 
name="line.23"></a>
+<span class="sourceLineNo">024</span>import java.util.Map;<a 
name="line.24"></a>
+<span class="sourceLineNo">025</span>import java.util.UUID;<a 
name="line.25"></a>
+<span class="sourceLineNo">026</span>import java.util.TreeMap;<a 
name="line.26"></a>
+<span class="sourceLineNo">027</span>import java.util.ArrayList;<a 
name="line.27"></a>
+<span class="sourceLineNo">028</span>import java.util.TreeSet;<a 
name="line.28"></a>
+<span class="sourceLineNo">029</span>import java.util.Collections;<a 
name="line.29"></a>
+<span class="sourceLineNo">030</span><a name="line.30"></a>
+<span class="sourceLineNo">031</span>import org.apache.commons.logging.Log;<a 
name="line.31"></a>
+<span class="sourceLineNo">032</span>import 
org.apache.commons.logging.LogFactory;<a name="line.32"></a>
+<span class="sourceLineNo">033</span><a name="line.33"></a>
+<span class="sourceLineNo">034</span>import 
org.apache.hadoop.hbase.classification.InterfaceAudience;<a name="line.34"></a>
+<span class="sourceLineNo">035</span>import 
org.apache.hadoop.hbase.client.Admin;<a name="line.35"></a>
+<span class="sourceLineNo">036</span>import 
org.apache.hadoop.hbase.client.Connection;<a name="line.36"></a>
+<span class="sourceLineNo">037</span>import 
org.apache.hadoop.hbase.client.ConnectionFactory;<a name="line.37"></a>
+<span class="sourceLineNo">038</span>import 
org.apache.hadoop.hbase.client.RegionLocator;<a name="line.38"></a>
+<span class="sourceLineNo">039</span>import 
org.apache.hadoop.hbase.client.Table;<a name="line.39"></a>
+<span class="sourceLineNo">040</span>import 
org.apache.hadoop.conf.Configurable;<a name="line.40"></a>
+<span class="sourceLineNo">041</span>import 
org.apache.hadoop.conf.Configuration;<a name="line.41"></a>
+<span class="sourceLineNo">042</span>import org.apache.hadoop.fs.FileSystem;<a 
name="line.42"></a>
+<span class="sourceLineNo">043</span>import org.apache.hadoop.fs.Path;<a 
name="line.43"></a>
+<span class="sourceLineNo">044</span>import org.apache.hadoop.hbase.Cell;<a 
name="line.44"></a>
+<span class="sourceLineNo">045</span>import 
org.apache.hadoop.hbase.CellUtil;<a name="line.45"></a>
+<span class="sourceLineNo">046</span>import 
org.apache.hadoop.hbase.HConstants;<a name="line.46"></a>
+<span class="sourceLineNo">047</span>import 
org.apache.hadoop.hbase.HTableDescriptor;<a name="line.47"></a>
+<span class="sourceLineNo">048</span>import 
org.apache.hadoop.hbase.KeyValue;<a name="line.48"></a>
+<span class="sourceLineNo">049</span>import 
org.apache.hadoop.hbase.TableName;<a name="line.49"></a>
+<span class="sourceLineNo">050</span>import 
org.apache.hadoop.hbase.io.ImmutableBytesWritable;<a name="line.50"></a>
+<span class="sourceLineNo">051</span>import 
org.apache.hadoop.hbase.util.Bytes;<a name="line.51"></a>
+<span class="sourceLineNo">052</span>import 
org.apache.hadoop.hbase.util.Pair;<a name="line.52"></a>
+<span class="sourceLineNo">053</span>import org.apache.hadoop.io.IOUtils;<a 
name="line.53"></a>
+<span class="sourceLineNo">054</span>import 
org.apache.hadoop.io.SequenceFile;<a name="line.54"></a>
+<span class="sourceLineNo">055</span>import 
org.apache.hadoop.io.SequenceFile.Reader;<a name="line.55"></a>
+<span class="sourceLineNo">056</span>import 
org.apache.hadoop.io.SequenceFile.Writer;<a name="line.56"></a>
+<span class="sourceLineNo">057</span>import org.apache.hadoop.mapreduce.Job;<a 
name="line.57"></a>
+<span class="sourceLineNo">058</span>import 
org.apache.hadoop.mapreduce.OutputFormat;<a name="line.58"></a>
+<span class="sourceLineNo">059</span>import 
org.apache.hadoop.mapreduce.Partitioner;<a name="line.59"></a>
+<span class="sourceLineNo">060</span>import 
org.apache.hadoop.mapreduce.RecordWriter;<a name="line.60"></a>
+<span class="sourceLineNo">061</span>import 
org.apache.hadoop.mapreduce.TaskAttemptContext;<a name="line.61"></a>
+<span class="sourceLineNo">062</span>import 
org.apache.hadoop.mapreduce.lib.output.FileOutputCommitter;<a 
name="line.62"></a>
+<span class="sourceLineNo">063</span>import 
org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;<a name="line.63"></a>
+<span class="sourceLineNo">064</span>import 
org.apache.hadoop.util.ReflectionUtils;<a name="line.64"></a>
+<span class="sourceLineNo">065</span><a name="line.65"></a>
+<span class="sourceLineNo">066</span>import 
com.google.common.annotations.VisibleForTesting;<a name="line.66"></a>
+<span class="sourceLineNo">067</span><a name="line.67"></a>
+<span class="sourceLineNo">068</span>/**<a name="line.68"></a>
+<span class="sourceLineNo">069</span> * Create 3 level tree directory, first 
level is using table name as parent directory and then use<a name="line.69"></a>
+<span class="sourceLineNo">070</span> * family name as child directory, and 
all related HFiles for one family are under child directory<a 
name="line.70"></a>
+<span class="sourceLineNo">071</span> * -tableName1<a name="line.71"></a>
+<span class="sourceLineNo">072</span> *   -columnFamilyName1<a 
name="line.72"></a>
+<span class="sourceLineNo">073</span> *     -HFile (region1)<a 
name="line.73"></a>
+<span class="sourceLineNo">074</span> *   -columnFamilyName2<a 
name="line.74"></a>
+<span class="sourceLineNo">075</span> *     -HFile1 (region1)<a 
name="line.75"></a>
+<span class="sourceLineNo">076</span> *     -HFile2 (region2)<a 
name="line.76"></a>
+<span class="sourceLineNo">077</span> *     -HFile3 (region3)<a 
name="line.77"></a>
+<span class="sourceLineNo">078</span> * -tableName2<a name="line.78"></a>
+<span class="sourceLineNo">079</span> *   -columnFamilyName1<a 
name="line.79"></a>
+<span class="sourceLineNo">080</span> *     -HFile (region1)<a 
name="line.80"></a>
+<span class="sourceLineNo">081</span> * family directory and its hfiles match 
the output of HFileOutputFormat2<a name="line.81"></a>
+<span class="sourceLineNo">082</span> * @see 
org.apache.hadoop.hbase.mapreduce.HFileOutputFormat2<a name="line.82"></a>
+<span class="sourceLineNo">083</span> */<a name="line.83"></a>
+<span class="sourceLineNo">084</span><a name="line.84"></a>
+<span class="sourceLineNo">085</span>@InterfaceAudience.Public<a 
name="line.85"></a>
+<span class="sourceLineNo">086</span>@VisibleForTesting<a name="line.86"></a>
+<span class="sourceLineNo">087</span>public class MultiTableHFileOutputFormat 
extends FileOutputFormat&lt;ImmutableBytesWritable, Cell&gt; {<a 
name="line.87"></a>
+<span class="sourceLineNo">088</span>  private static final Log LOG = 
LogFactory.getLog(MultiTableHFileOutputFormat.class);<a name="line.88"></a>
+<span class="sourceLineNo">089</span><a name="line.89"></a>
+<span class="sourceLineNo">090</span>  @Override<a name="line.90"></a>
+<span class="sourceLineNo">091</span>  public 
RecordWriter&lt;ImmutableBytesWritable, Cell&gt;<a name="line.91"></a>
+<span class="sourceLineNo">092</span>  getRecordWriter(final 
TaskAttemptContext context) throws IOException, InterruptedException {<a 
name="line.92"></a>
+<span class="sourceLineNo">093</span>    return 
createMultiHFileRecordWriter(context);<a name="line.93"></a>
+<span class="sourceLineNo">094</span>  }<a name="line.94"></a>
+<span class="sourceLineNo">095</span><a name="line.95"></a>
+<span class="sourceLineNo">096</span>  static &lt;V extends Cell&gt; 
RecordWriter&lt;ImmutableBytesWritable, V&gt;<a name="line.96"></a>
+<span class="sourceLineNo">097</span>  createMultiHFileRecordWriter(final 
TaskAttemptContext context) throws IOException {<a name="line.97"></a>
+<span class="sourceLineNo">098</span><a name="line.98"></a>
+<span class="sourceLineNo">099</span>    // Get the path of the output 
directory<a name="line.99"></a>
+<span class="sourceLineNo">100</span>    final Path outputPath = 
FileOutputFormat.getOutputPath(context);<a name="line.100"></a>
+<span class="sourceLineNo">101</span>    final Path outputDir = new 
FileOutputCommitter(outputPath, context).getWorkPath();<a name="line.101"></a>
+<span class="sourceLineNo">102</span>    final Configuration conf = 
context.getConfiguration();<a name="line.102"></a>
+<span class="sourceLineNo">103</span>    final FileSystem fs = 
outputDir.getFileSystem(conf);<a name="line.103"></a>
+<span class="sourceLineNo">104</span><a name="line.104"></a>
+<span class="sourceLineNo">105</span>    Connection conn = 
ConnectionFactory.createConnection(conf);<a name="line.105"></a>
+<span class="sourceLineNo">106</span>    Admin admin = conn.getAdmin();<a 
name="line.106"></a>
+<span class="sourceLineNo">107</span><a name="line.107"></a>
+<span class="sourceLineNo">108</span>    // Map of existing tables, avoid 
calling getTable() everytime<a name="line.108"></a>
+<span class="sourceLineNo">109</span>    final Map&lt;ImmutableBytesWritable, 
Table&gt; tables = new HashMap&lt;&gt;();<a name="line.109"></a>
+<span class="sourceLineNo">110</span><a name="line.110"></a>
+<span class="sourceLineNo">111</span>    // Map of tables to writers<a 
name="line.111"></a>
+<span class="sourceLineNo">112</span>    final Map&lt;ImmutableBytesWritable, 
RecordWriter&lt;ImmutableBytesWritable, V&gt;&gt; tableWriters = new 
HashMap&lt;&gt;();<a name="line.112"></a>
+<span class="sourceLineNo">113</span><a name="line.113"></a>
+<span class="sourceLineNo">114</span>    return new 
RecordWriter&lt;ImmutableBytesWritable, V&gt;() {<a name="line.114"></a>
+<span class="sourceLineNo">115</span>      @Override<a name="line.115"></a>
+<span class="sourceLineNo">116</span>      public void 
write(ImmutableBytesWritable tableName, V cell)<a name="line.116"></a>
+<span class="sourceLineNo">117</span>          throws IOException, 
InterruptedException {<a name="line.117"></a>
+<span class="sourceLineNo">118</span>        
RecordWriter&lt;ImmutableBytesWritable, V&gt; tableWriter = 
tableWriters.get(tableName);<a name="line.118"></a>
+<span class="sourceLineNo">119</span>        // if there is new table, verify 
that table directory exists<a name="line.119"></a>
+<span class="sourceLineNo">120</span>        if (tableWriter == null) {<a 
name="line.120"></a>
+<span class="sourceLineNo">121</span>          // using table name as 
directory name<a name="line.121"></a>
+<span class="sourceLineNo">122</span>          final Path tableOutputDir = new 
Path(outputDir, Bytes.toString(tableName.copyBytes()));<a name="line.122"></a>
+<span class="sourceLineNo">123</span>          fs.mkdirs(tableOutputDir);<a 
name="line.123"></a>
+<span class="sourceLineNo">124</span>          LOG.info("Writing Table '" + 
tableName.toString() + "' data into following directory"<a name="line.124"></a>
+<span class="sourceLineNo">125</span>              + 
tableOutputDir.toString());<a name="line.125"></a>
+<span class="sourceLineNo">126</span>          // Configure for tableWriter, 
if table exist, write configuration of table into conf<a name="line.126"></a>
+<span class="sourceLineNo">127</span>          Table table = null;<a 
name="line.127"></a>
+<span class="sourceLineNo">128</span>          if 
(tables.containsKey(tableName)) {<a name="line.128"></a>
+<span class="sourceLineNo">129</span>            table = 
tables.get(tableName);<a name="line.129"></a>
+<span class="sourceLineNo">130</span>          } else {<a name="line.130"></a>
+<span class="sourceLineNo">131</span>            table = 
getTable(tableName.copyBytes(), conn, admin);<a name="line.131"></a>
+<span class="sourceLineNo">132</span>            tables.put(tableName, 
table);<a name="line.132"></a>
+<span class="sourceLineNo">133</span>          }<a name="line.133"></a>
+<span class="sourceLineNo">134</span>          if (table != null) {<a 
name="line.134"></a>
+<span class="sourceLineNo">135</span>            configureForOneTable(conf, 
table.getTableDescriptor());<a name="line.135"></a>
+<span class="sourceLineNo">136</span>          }<a name="line.136"></a>
+<span class="sourceLineNo">137</span>          // Create writer for one 
specific table<a name="line.137"></a>
+<span class="sourceLineNo">138</span>          tableWriter = new 
HFileOutputFormat2.HFileRecordWriter&lt;&gt;(context, tableOutputDir);<a 
name="line.138"></a>
+<span class="sourceLineNo">139</span>          // Put table into map<a 
name="line.139"></a>
+<span class="sourceLineNo">140</span>          tableWriters.put(tableName, 
tableWriter);<a name="line.140"></a>
+<span class="sourceLineNo">141</span>        }<a name="line.141"></a>
+<span class="sourceLineNo">142</span>        // Write &lt;Row, Cell&gt; into 
tableWriter<a name="line.142"></a>
+<span class="sourceLineNo">143</span>        // in the original code, it does 
not use Row<a name="line.143"></a>
+<span class="sourceLineNo">144</span>        tableWriter.write(null, cell);<a 
name="line.144"></a>
+<span class="sourceLineNo">145</span>      }<a name="line.145"></a>
+<span class="sourceLineNo">146</span><a name="line.146"></a>
+<span class="sourceLineNo">147</span>      @Override<a name="line.147"></a>
+<span class="sourceLineNo">148</span>      public void 
close(TaskAttemptContext c) throws IOException, InterruptedException {<a 
name="line.148"></a>
+<span class="sourceLineNo">149</span>        for 
(RecordWriter&lt;ImmutableBytesWritable, V&gt; writer : tableWriters.values()) 
{<a name="line.149"></a>
+<span class="sourceLineNo">150</span>          writer.close(c);<a 
name="line.150"></a>
+<span class="sourceLineNo">151</span>        }<a name="line.151"></a>
+<span class="sourceLineNo">152</span>        if (conn != null) {<a 
name="line.152"></a>
+<span class="sourceLineNo">153</span>          conn.close();<a 
name="line.153"></a>
+<span class="sourceLineNo">154</span>        }<a name="line.154"></a>
+<span class="sourceLineNo">155</span>        if (admin != null) {<a 
name="line.155"></a>
+<span class="sourceLineNo">156</span>          admin.close();<a 
name="line.156"></a>
+<span class="sourceLineNo">157</span>        }<a name="line.157"></a>
+<span class="sourceLineNo">158</span>      }<a name="line.158"></a>
+<span class="sourceLineNo">159</span>    };<a name="line.159"></a>
+<span class="sourceLineNo">160</span>  }<a name="line.160"></a>
+<span class="sourceLineNo">161</span><a name="line.161"></a>
+<span class="sourceLineNo">162</span>  /**<a name="line.162"></a>
+<span class="sourceLineNo">163</span>   * Configure for one table, should be 
used before creating a new HFileRecordWriter,<a name="line.163"></a>
+<span class="sourceLineNo">164</span>   * Set compression algorithms and 
related configuration based on column families<a name="line.164"></a>
+<span class="sourceLineNo">165</span>   */<a name="line.165"></a>
+<span class="sourceLineNo">166</span>  private static void 
configureForOneTable(Configuration conf, final HTableDescriptor 
tableDescriptor)<a name="line.166"></a>
+<span class="sourceLineNo">167</span>      throws UnsupportedEncodingException 
{<a name="line.167"></a>
+<span class="sourceLineNo">168</span>    
HFileOutputFormat2.configureCompression(conf, tableDescriptor);<a 
name="line.168"></a>
+<span class="sourceLineNo">169</span>    
HFileOutputFormat2.configureBlockSize(tableDescriptor, conf);<a 
name="line.169"></a>
+<span class="sourceLineNo">170</span>    
HFileOutputFormat2.configureBloomType(tableDescriptor, conf);<a 
name="line.170"></a>
+<span class="sourceLineNo">171</span>    
HFileOutputFormat2.configureDataBlockEncoding(tableDescriptor, conf);<a 
name="line.171"></a>
+<span class="sourceLineNo">172</span>  }<a name="line.172"></a>
+<span class="sourceLineNo">173</span><a name="line.173"></a>
+<span class="sourceLineNo">174</span>  /**<a name="line.174"></a>
+<span class="sourceLineNo">175</span>   * Configure a MapReduce Job to output 
HFiles for performing an incremental load into<a name="line.175"></a>
+<span class="sourceLineNo">176</span>   * the multiple tables.<a 
name="line.176"></a>
+<span class="sourceLineNo">177</span>   * &lt;ul&gt;<a name="line.177"></a>
+<span class="sourceLineNo">178</span>   *   &lt;li&gt;Inspects the tables to 
configure a partitioner based on their region boundaries&lt;/li&gt;<a 
name="line.178"></a>
+<span class="sourceLineNo">179</span>   *   &lt;li&gt;Writes the partitions 
file and configures the partitioner&lt;/li&gt;<a name="line.179"></a>
+<span class="sourceLineNo">180</span>   *   &lt;li&gt;Sets the number of 
reduce tasks to match the total number of all tables' regions&lt;/li&gt;<a 
name="line.180"></a>
+<span class="sourceLineNo">181</span>   *   &lt;li&gt;Sets the reducer up to 
perform the appropriate sorting (KeyValueSortReducer)&lt;/li&gt;<a 
name="line.181"></a>
+<span class="sourceLineNo">182</span>   * &lt;/ul&gt;<a name="line.182"></a>
+<span class="sourceLineNo">183</span>   *<a name="line.183"></a>
+<span class="sourceLineNo">184</span>   * ConfigureIncrementalLoad has set up 
partitioner and reducer for mapreduce job.<a name="line.184"></a>
+<span class="sourceLineNo">185</span>   * Caller needs to setup input path, 
output path and mapper<a name="line.185"></a>
+<span class="sourceLineNo">186</span>   *<a name="line.186"></a>
+<span class="sourceLineNo">187</span>   * @param job<a name="line.187"></a>
+<span class="sourceLineNo">188</span>   * @param tables A list of tables to 
inspects<a name="line.188"></a>
+<span class="sourceLineNo">189</span>   * @throws IOException<a 
name="line.189"></a>
+<span class="sourceLineNo">190</span>   */<a name="line.190"></a>
+<span class="sourceLineNo">191</span>  public static void 
configureIncrementalLoad(Job job, List&lt;TableName&gt; tables) throws 
IOException {<a name="line.191"></a>
+<span class="sourceLineNo">192</span>    configureIncrementalLoad(job, tables, 
MultiTableHFileOutputFormat.class);<a name="line.192"></a>
+<span class="sourceLineNo">193</span>  }<a name="line.193"></a>
+<span class="sourceLineNo">194</span><a name="line.194"></a>
+<span class="sourceLineNo">195</span>  public static void 
configureIncrementalLoad(Job job, List&lt;TableName&gt; tables,<a 
name="line.195"></a>
+<span class="sourceLineNo">196</span>      Class&lt;? extends 
OutputFormat&lt;?, ?&gt;&gt; cls) throws IOException {<a name="line.196"></a>
+<span class="sourceLineNo">197</span><a name="line.197"></a>
+<span class="sourceLineNo">198</span>    Configuration conf = 
job.getConfiguration();<a name="line.198"></a>
+<span class="sourceLineNo">199</span>    Map&lt;ImmutableBytesWritable, 
List&lt;ImmutableBytesWritable&gt;&gt; tableSplitKeys =<a name="line.199"></a>
+<span class="sourceLineNo">200</span>        
MultiHFilePartitioner.getTablesRegionStartKeys(conf, tables);<a 
name="line.200"></a>
+<span class="sourceLineNo">201</span>    configureIncrementalLoad(job, 
tableSplitKeys, cls);<a name="line.201"></a>
+<span class="sourceLineNo">202</span>  }<a name="line.202"></a>
+<span class="sourceLineNo">203</span><a name="line.203"></a>
+<span class="sourceLineNo">204</span>  /**<a name="line.204"></a>
+<span class="sourceLineNo">205</span>   * Same purpose as 
configureIncrementalLoad(Job job, List&lt;TableName&gt; tables)<a 
name="line.205"></a>
+<span class="sourceLineNo">206</span>   * Used when region startKeys of each 
table is available, input as &lt;TableName, List&lt;RegionStartKey&gt;&gt;<a 
name="line.206"></a>
+<span class="sourceLineNo">207</span>   *<a name="line.207"></a>
+<span class="sourceLineNo">208</span>   * Caller needs to transfer TableName 
and byte[] to ImmutableBytesWritable<a name="line.208"></a>
+<span class="sourceLineNo">209</span>   */<a name="line.209"></a>
+<span class="sourceLineNo">210</span>  public static void 
configureIncrementalLoad(Job job, Map&lt;ImmutableBytesWritable,<a 
name="line.210"></a>
+<span class="sourceLineNo">211</span>      
List&lt;ImmutableBytesWritable&gt;&gt; tableSplitKeys) throws IOException {<a 
name="line.211"></a>
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tableSplitKeys, MultiTableHFileOutputFormat.class);<a name="line.212"></a>
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configureIncrementalLoad(Job job, Map&lt;ImmutableBytesWritable,<a 
name="line.215"></a>
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List&lt;ImmutableBytesWritable&gt;&gt; tableSplitKeys, Class&lt;? extends 
OutputFormat&lt;?, ?&gt;&gt; cls) throws IOException {<a name="line.216"></a>
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job.getConfiguration();<a name="line.217"></a>
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splitKey&gt;<a name="line.219"></a>
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conf.get(HConstants.TEMPORARY_FS_DIRECTORY_KEY,<a name="line.220"></a>
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HConstants.DEFAULT_TEMPORARY_HDFS_DIRECTORY);<a name="line.221"></a>
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Path(hbaseTmpFsDir, "partitions_" + UUID.randomUUID());<a name="line.222"></a>
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dir: " + partitionsPath.toString());<a name="line.223"></a>
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job.setPartitionerClass(MultiHFilePartitioner.class);<a name="line.224"></a>
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and write them into partition file<a name="line.225"></a>
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MultiHFilePartitioner.writeTableSplitKeys(conf, partitionsPath, 
tableSplitKeys);<a name="line.226"></a>
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MultiHFilePartitioner.setPartitionFile(conf, partitionsPath);<a 
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partitionsPath.getFileSystem(conf).makeQualified(partitionsPath);<a 
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partitionsPath.getFileSystem(conf).deleteOnExit(partitionsPath);<a 
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&lt;ImmutableBytesWritable, KeyValue&gt;<a name="line.231"></a>
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directly to sort Mapper output<a name="line.232"></a>
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(KeyValue.class.equals(job.getMapOutputValueClass())) {<a name="line.233"></a>
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job.setReducerClass(KeyValueSortReducer.class);<a name="line.234"></a>
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getReducerNumber(tableSplitKeys);<a name="line.238"></a>
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name="line.239"></a>
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job.setOutputKeyClass(ImmutableBytesWritable.class);<a name="line.244"></a>
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job.setOutputValueClass(KeyValue.class);<a name="line.245"></a>
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job.getConfiguration().setStrings("io.serializations", 
conf.get("io.serializations"),<a name="line.247"></a>
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MutationSerialization.class.getName(), ResultSerialization.class.getName(),<a 
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KeyValueSerialization.class.getName());<a name="line.249"></a>
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TableMapReduceUtil.addDependencyJars(job);<a name="line.250"></a>
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TableMapReduceUtil.initCredentials(job);<a name="line.251"></a>
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dependent on HBase instance<a name="line.255"></a>
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exist<a name="line.256"></a>
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byte[] tableName, Connection conn, Admin admin) {<a name="line.258"></a>
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{<a name="line.259"></a>
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TableName.valueOf(tableName);<a name="line.265"></a>
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getTable()" + e.toString());<a name="line.270"></a>
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TableName.valueOf(tableName) + "' does not exist");<a name="line.274"></a>
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+<span class="sourceLineNo">277</span><a name="line.277"></a>
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tables' split keys<a name="line.279"></a>
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List&lt;ImmutableBytesWritable&gt;&gt; tableSplitKeys) {<a name="line.282"></a>
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entry : tableSplitKeys.entrySet()) {<a name="line.284"></a>
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entry.getValue().size();<a name="line.285"></a>
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files based on partitions created by MultiHFilePartitioner<a 
name="line.291"></a>
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table's name and its region boundaries with the table.<a name="line.292"></a>
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partition if they have same table name and the their cells are<a 
name="line.293"></a>
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name="line.294"></a>
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extends Partitioner&lt;ImmutableBytesWritable, Cell&gt;<a name="line.296"></a>
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name="line.297"></a>
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DEFAULT_PATH = "_partition_multihfile.lst";<a name="line.299"></a>
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PARTITIONER_PATH = "mapreduce.multihfile.partitioner.path";<a 
name="line.300"></a>
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name="line.301"></a>
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splitKeys&gt; from file<a name="line.302"></a>
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Map&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; 
table_SplitKeys;<a name="line.303"></a>
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is map to one unique integer<a name="line.304"></a>
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Integer&gt; partitionMap;<a name="line.305"></a>
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conf) {<a name="line.308"></a>
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TreeMap&lt;&gt;();<a name="line.311"></a>
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readTableSplitKeys(conf);<a name="line.312"></a>
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table_SplitKeys map<a name="line.314"></a>
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(Map.Entry&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; 
entry : table_SplitKeys.entrySet()) {<a name="line.316"></a>
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entry.getKey();<a name="line.317"></a>
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List&lt;ImmutableBytesWritable&gt; list = entry.getValue();<a 
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splitKey : list) {<a name="line.319"></a>
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IllegalArgumentException("Can't read partitions file", e);<a 
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+<span class="sourceLineNo">332</span><a name="line.332"></a>
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setPartitionFile(Configuration conf, Path p) {<a name="line.337"></a>
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p.toString());<a name="line.338"></a>
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storing the sorted &lt;table, splitkey&gt;.<a name="line.342"></a>
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#setPartitionFile(Configuration, Path)<a name="line.343"></a>
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getPartitionFile(Configuration conf) {<a name="line.345"></a>
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DEFAULT_PATH);<a name="line.346"></a>
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+<span class="sourceLineNo">349</span><a name="line.349"></a>
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Map&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; 
getTablesRegionStartKeys(<a name="line.353"></a>
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List&lt;TableName&gt; tables) throws IOException {<a name="line.354"></a>
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TreeMap&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; ret = 
new TreeMap&lt;&gt;();<a name="line.355"></a>
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ConnectionFactory.createConnection(conf);<a name="line.357"></a>
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{<a name="line.358"></a>
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regions for tables");<a name="line.359"></a>
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{<a name="line.360"></a>
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conn.getRegionLocator(tName);<a name="line.361"></a>
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default split keys for this table<a name="line.362"></a>
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HConstants.EMPTY_BYTE_ARRAY };<a name="line.363"></a>
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{<a name="line.364"></a>
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table.getStartKeys();<a name="line.365"></a>
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List&lt;ImmutableBytesWritable&gt; tableStartKeys = new 
ArrayList&lt;&gt;(byteKeys.length);<a name="line.367"></a>
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{<a name="line.368"></a>
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ImmutableBytesWritable(byteKey));<a name="line.369"></a>
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ImmutableBytesWritable(tName.toBytes()), tableStartKeys);<a name="line.371"></a>
+<span class="sourceLineNo">372</span><a name="line.372"></a>
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+<span class="sourceLineNo">374</span>        return ret;<a name="line.374"></a>
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+<span class="sourceLineNo">377</span><a name="line.377"></a>
+<span class="sourceLineNo">378</span>    /**<a name="line.378"></a>
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each region in table&gt; into sequence file in order,<a name="line.379"></a>
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MultiHFilePartitioner<a name="line.380"></a>
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writeTableSplitKeys(Configuration conf, Path partitionsPath,<a 
name="line.382"></a>
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List&lt;ImmutableBytesWritable&gt;&gt; map) throws IOException {<a 
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+<span class="sourceLineNo">385</span><a name="line.385"></a>
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{<a name="line.386"></a>
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IllegalArgumentException("No regions passed for all tables");<a 
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+<span class="sourceLineNo">389</span><a name="line.389"></a>
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SequenceFile.createWriter(conf, Writer.file(partitionsPath),<a 
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Writer.keyClass(ImmutableBytesWritable.class),<a name="line.391"></a>
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Writer.valueClass(ImmutableBytesWritable.class));<a name="line.392"></a>
+<span class="sourceLineNo">393</span><a name="line.393"></a>
+<span class="sourceLineNo">394</span>      try {<a name="line.394"></a>
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(Map.Entry&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; 
entry : map.entrySet()) {<a name="line.395"></a>
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entry.getKey();<a name="line.396"></a>
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List&lt;ImmutableBytesWritable&gt; list = entry.getValue();<a 
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TreeSet&lt;ImmutableBytesWritable&gt; sorted = new TreeSet&lt;&gt;(list);<a 
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sorted.first();<a name="line.404"></a>
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(!first.equals(HConstants.EMPTY_BYTE_ARRAY)) {<a name="line.405"></a>
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IllegalArgumentException(<a name="line.406"></a>
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Bytes.toStringBinary(first.get()));<a name="line.408"></a>
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startKey : sorted) {<a name="line.411"></a>
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startKey);<a name="line.412"></a>
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+<span class="sourceLineNo">418</span>    }<a name="line.418"></a>
+<span class="sourceLineNo">419</span><a name="line.419"></a>
+<span class="sourceLineNo">420</span>    /**<a name="line.420"></a>
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&lt;table, splitKeys of this table&gt;<a name="line.421"></a>
+<span class="sourceLineNo">422</span>     */<a name="line.422"></a>
+<span class="sourceLineNo">423</span>    private 
Map&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; 
readTableSplitKeys(<a name="line.423"></a>
+<span class="sourceLineNo">424</span>        Configuration conf) throws 
IOException {<a name="line.424"></a>
+<span class="sourceLineNo">425</span>      String parts = 
getPartitionFile(conf);<a name="line.425"></a>
+<span class="sourceLineNo">426</span>      LOG.info("Read partition info from 
file: " + parts);<a name="line.426"></a>
+<span class="sourceLineNo">427</span>      final Path partFile = new 
Path(parts);<a name="line.427"></a>
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+<span class="sourceLineNo">429</span>      SequenceFile.Reader reader = new 
SequenceFile.Reader(conf, Reader.file(partFile));<a name="line.429"></a>
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file, so use list<a name="line.430"></a>
+<span class="sourceLineNo">431</span>      final 
Map&lt;ImmutableBytesWritable, List&lt;ImmutableBytesWritable&gt;&gt; map =<a 
name="line.431"></a>
+<span class="sourceLineNo">432</span>          new TreeMap&lt;&gt;();<a 
name="line.432"></a>
+<span class="sourceLineNo">433</span>      // key and value have same type<a 
name="line.433"></a>
+<span class="sourceLineNo">434</span>      ImmutableBytesWritable key = 
ReflectionUtils.newInstance(ImmutableBytesWritable.class, conf);<a 
name="line.434"></a>
+<span class="sourceLineNo">435</span>      ImmutableBytesWritable value =<a 
name="line.435"></a>
+<span class="sourceLineNo">436</span>          
ReflectionUtils.newInstance(ImmutableBytesWritable.class, conf);<a 
name="line.436"></a>
+<span class="sourceLineNo">437</span>      try {<a name="line.437"></a>
+<span class="sourceLineNo">438</span>        while (reader.next(key, value)) 
{<a name="line.438"></a>
+<span class="sourceLineNo">439</span><a name="line.439"></a>
+<span class="sourceLineNo">440</span>          
List&lt;ImmutableBytesWritable&gt; list = map.get(key);<a name="line.440"></a>
+<span class="sourceLineNo">441</span>          if (list == null) {<a 
name="line.441"></a>
+<span class="sourceLineNo">442</span>            list = new 
ArrayList&lt;&gt;();<a name="line.442"></a>
+<span class="sourceLineNo">443</span>          }<a name="line.443"></a>
+<span class="sourceLineNo">444</span>          list.add(value);<a 
name="line.444"></a>
+<span class="sourceLineNo">445</span>          map.put(key, list);<a 
name="line.445"></a>
+<span class="sourceLineNo">446</span><a name="line.446"></a>
+<span class="sourceLineNo">447</span>          key = 
ReflectionUtils.newInstance(ImmutableBytesWritable.class, conf);<a 
name="line.447"></a>
+<span class="sourceLineNo">448</span>          value = 
ReflectionUtils.newInstance(ImmutableBytesWritable.class, conf);<a 
name="line.448"></a>
+<span class="sourceLineNo">449</span>        }<a name="line.449"></a>
+<span class="sourceLineNo">450</span>      } finally {<a name="line.450"></a>
+<span class="sourceLineNo">451</span>        IOUtils.cleanup(LOG, reader);<a 
name="line.451"></a>
+<span class="sourceLineNo">452</span>      }<a name="line.452"></a>
+<span class="sourceLineNo">453</span>      return map;<a name="line.453"></a>
+<span class="sourceLineNo">454</span>    }<a name="line.454"></a>
+<span class="sourceLineNo">455</span><a name="line.455"></a>
+<span class="sourceLineNo">456</span>    @Override<a name="line.456"></a>
+<span class="sourceLineNo">457</span>    public int 
getPartition(ImmutableBytesWritable table, Cell value, int numPartitions) {<a 
name="line.457"></a>
+<span class="sourceLineNo">458</span>      byte[] row = 
CellUtil.cloneRow(value);<a name="line.458"></a>
+<span class="sourceLineNo">459</span>      final ImmutableBytesWritable rowKey 
= new ImmutableBytesWritable(row);<a name="line.459"></a>
+<span class="sourceLineNo">460</span>      ImmutableBytesWritable splitId = 
new ImmutableBytesWritable(HConstants.EMPTY_BYTE_ARRAY);<a name="line.460"></a>
+<span class="sourceLineNo">461</span>      //find splitKey by input rowKey<a 
name="line.461"></a>
+<span class="sourceLineNo">462</span>      if 
(table_SplitKeys.containsKey(table)) {<a name="line.462"></a>
+<span class="sourceLineNo">463</span>        
List&lt;ImmutableBytesWritable&gt; list = table_SplitKeys.get(table);<a 
name="line.463"></a>
+<span class="sourceLineNo">464</span>        int index = 
Collections.binarySearch(list, rowKey, new 
ImmutableBytesWritable.Comparator());<a name="line.464"></a>
+<span class="sourceLineNo">465</span>        if (index &lt; 0) {<a 
name="line.465"></a>
+<span class="sourceLineNo">466</span>          index = (index + 1) * (-1) - 
1;<a name="line.466"></a>
+<span class="sourceLineNo">467</span>        } else if (index == list.size()) 
{<a name="line.467"></a>
+<span class="sourceLineNo">468</span>          index -= 1;<a 
name="line.468"></a>
+<span class="sourceLineNo">469</span>        }<a name="line.469"></a>
+<span class="sourceLineNo">470</span>        if (index &lt; 0) {<a 
name="line.470"></a>
+<span class="sourceLineNo">471</span>          index = 0;<a 
name="line.471"></a>
+<span class="sourceLineNo">472</span>          LOG.error("row key can not less 
than HConstants.EMPTY_BYTE_ARRAY ");<a name="line.472"></a>
+<span class="sourceLineNo">473</span>        }<a name="line.473"></a>
+<span class="sourceLineNo">474</span>        splitId = list.get(index);<a 
name="line.474"></a>
+<span class="sourceLineNo">475</span>      }<a name="line.475"></a>
+<span class="sourceLineNo">476</span><a name="line.476"></a>
+<span class="sourceLineNo">477</span>      // find the id of the reducer for 
the input<a name="line.477"></a>
+<span class="sourceLineNo">478</span>      Integer id = partitionMap.get(new 
TableSplitKeyPair(table, splitId));<a name="line.478"></a>
+<span class="sourceLineNo">479</span>      if (id == null) {<a 
name="line.479"></a>
+<span class="sourceLineNo">480</span>          LOG.warn("Can not get reducer 
id for input record");<a name="line.480"></a>
+<span class="sourceLineNo">481</span>          return -1;<a 
name="line.481"></a>
+<span class="sourceLineNo">482</span>      }<a name="line.482"></a>
+<span class="sourceLineNo">483</span>      return id.intValue() % 
numPartitions;<a name="line.483"></a>
+<span class="sourceLineNo">484</span>    }<a name="line.484"></a>
+<span class="sourceLineNo">485</span><a name="line.485"></a>
+<span class="sourceLineNo">486</span>    /**<a name="line.486"></a>
+<span class="sourceLineNo">487</span>     * A class store pair&lt;TableName, 
SplitKey&gt;, has two main usage<a name="line.487"></a>
+<span class="sourceLineNo">488</span>     * 1. store tableName and one of its 
splitKey as a pair<a name="line.488"></a>
+<span class="sourceLineNo">489</span>     * 2. implement comparable, so that 
partitioner can find splitKey of its input cell<a name="line.489"></a>
+<span class="sourceLineNo">490</span>     */<a name="line.490"></a>
+<span class="sourceLineNo">491</span>    static class TableSplitKeyPair 
extends Pair&lt;ImmutableBytesWritable, ImmutableBytesWritable&gt;<a 
name="line.491"></a>
+<span class="sourceLineNo">492</span>        implements 
Comparable&lt;TableSplitKeyPair&gt; {<a name="line.492"></a>
+<span class="sourceLineNo">493</span><a name="line.493"></a>
+<span class="sourceLineNo">494</span>      private static final long 
serialVersionUID = -6485999667666325594L;<a name="line.494"></a>
+<span class="sourceLineNo">495</span><a name="line.495"></a>
+<span class="sourceLineNo">496</span>      public 
TableSplitKeyPair(ImmutableBytesWritable a, ImmutableBytesWritable b) {<a 
name="line.496"></a>
+<span class="sourceLineNo">497</span>        super(a, b);<a 
name="line.497"></a>
+<span class="sourceLineNo">498</span>      }<a name="line.498"></a>
+<span class="sourceLineNo">499</span><a name="line.499"></a>
+<span class="sourceLineNo">500</span>      @Override<a name="line.500"></a>
+<span class="sourceLineNo">501</span>      public int 
compareTo(TableSplitKeyPair other) {<a name="line.501"></a>
+<span class="sourceLineNo">502</span>        if 
(this.getFirst().equals(other.getFirst())) {<a name="line.502"></a>
+<span class="sourceLineNo">503</span>          return 
this.getSecond().compareTo(other.getSecond());<a name="line.503"></a>
+<span class="sourceLineNo">504</span>        }<a name="line.504"></a>
+<span class="sourceLineNo">505</span>        return 
this.getFirst().compareTo(other.getFirst());<a name="line.505"></a>
+<span class="sourceLineNo">506</span>      }<a name="line.506"></a>
+<span class="sourceLineNo">507</span>    }<a name="line.507"></a>
+<span class="sourceLineNo">508</span>  }<a name="line.508"></a>
+<span class="sourceLineNo">509</span>}<a name="line.509"></a>
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+</pre>
+</div>
+</body>
+</html>

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