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<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.regionserver;<a name="line.18"></a>
<span class="sourceLineNo">019</span><a name="line.19"></a>
<span class="sourceLineNo">020</span>import java.io.ByteArrayInputStream;<a name="line.20"></a>
<span class="sourceLineNo">021</span>import java.io.ByteArrayOutputStream;<a name="line.21"></a>
<span class="sourceLineNo">022</span>import java.io.DataOutputStream;<a name="line.22"></a>
<span class="sourceLineNo">023</span>import java.io.IOException;<a name="line.23"></a>
<span class="sourceLineNo">024</span>import java.io.InputStream;<a name="line.24"></a>
<span class="sourceLineNo">025</span>import java.text.DecimalFormat;<a name="line.25"></a>
<span class="sourceLineNo">026</span>import java.util.ArrayList;<a name="line.26"></a>
<span class="sourceLineNo">027</span>import java.util.Iterator;<a name="line.27"></a>
<span class="sourceLineNo">028</span>import java.util.List;<a name="line.28"></a>
<span class="sourceLineNo">029</span>import java.util.Locale;<a name="line.29"></a>
<span class="sourceLineNo">030</span>import org.apache.hadoop.conf.Configuration;<a name="line.30"></a>
<span class="sourceLineNo">031</span>import org.apache.hadoop.fs.FileSystem;<a name="line.31"></a>
<span class="sourceLineNo">032</span>import org.apache.hadoop.fs.Path;<a name="line.32"></a>
<span class="sourceLineNo">033</span>import org.apache.hadoop.hbase.Cell;<a name="line.33"></a>
<span class="sourceLineNo">034</span>import org.apache.hadoop.hbase.HBaseConfiguration;<a name="line.34"></a>
<span class="sourceLineNo">035</span>import org.apache.hadoop.hbase.KeyValue;<a name="line.35"></a>
<span class="sourceLineNo">036</span>import org.apache.hadoop.hbase.KeyValueUtil;<a name="line.36"></a>
<span class="sourceLineNo">037</span>import org.apache.hadoop.hbase.io.compress.Compression;<a name="line.37"></a>
<span class="sourceLineNo">038</span>import org.apache.hadoop.hbase.io.compress.Compression.Algorithm;<a name="line.38"></a>
<span class="sourceLineNo">039</span>import org.apache.hadoop.hbase.io.encoding.DataBlockEncoder;<a name="line.39"></a>
<span class="sourceLineNo">040</span>import org.apache.hadoop.hbase.io.encoding.DataBlockEncoding;<a name="line.40"></a>
<span class="sourceLineNo">041</span>import org.apache.hadoop.hbase.io.encoding.EncodedDataBlock;<a name="line.41"></a>
<span class="sourceLineNo">042</span>import org.apache.hadoop.hbase.io.hfile.CacheConfig;<a name="line.42"></a>
<span class="sourceLineNo">043</span>import org.apache.hadoop.hbase.io.hfile.HFileBlock;<a name="line.43"></a>
<span class="sourceLineNo">044</span>import org.apache.hadoop.hbase.io.hfile.HFileContext;<a name="line.44"></a>
<span class="sourceLineNo">045</span>import org.apache.hadoop.hbase.io.hfile.HFileContextBuilder;<a name="line.45"></a>
<span class="sourceLineNo">046</span>import org.apache.hadoop.hbase.io.hfile.HFileReaderImpl;<a name="line.46"></a>
<span class="sourceLineNo">047</span>import org.apache.hadoop.hbase.util.Bytes;<a name="line.47"></a>
<span class="sourceLineNo">048</span>import org.apache.hadoop.io.WritableUtils;<a name="line.48"></a>
<span class="sourceLineNo">049</span>import org.apache.hadoop.io.compress.CompressionOutputStream;<a name="line.49"></a>
<span class="sourceLineNo">050</span>import org.apache.hadoop.io.compress.Compressor;<a name="line.50"></a>
<span class="sourceLineNo">051</span>import org.apache.hadoop.io.compress.Decompressor;<a name="line.51"></a>
<span class="sourceLineNo">052</span>import org.slf4j.Logger;<a name="line.52"></a>
<span class="sourceLineNo">053</span>import org.slf4j.LoggerFactory;<a name="line.53"></a>
<span class="sourceLineNo">054</span><a name="line.54"></a>
<span class="sourceLineNo">055</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.CommandLine;<a name="line.55"></a>
<span class="sourceLineNo">056</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.CommandLineParser;<a name="line.56"></a>
<span class="sourceLineNo">057</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.Option;<a name="line.57"></a>
<span class="sourceLineNo">058</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.Options;<a name="line.58"></a>
<span class="sourceLineNo">059</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.ParseException;<a name="line.59"></a>
<span class="sourceLineNo">060</span>import org.apache.hbase.thirdparty.org.apache.commons.cli.PosixParser;<a name="line.60"></a>
<span class="sourceLineNo">061</span><a name="line.61"></a>
<span class="sourceLineNo">062</span>/**<a name="line.62"></a>
<span class="sourceLineNo">063</span> * Tests various algorithms for key compression on an existing HFile. Useful for testing, debugging<a name="line.63"></a>
<span class="sourceLineNo">064</span> * and benchmarking.<a name="line.64"></a>
<span class="sourceLineNo">065</span> */<a name="line.65"></a>
<span class="sourceLineNo">066</span>public class DataBlockEncodingTool {<a name="line.66"></a>
<span class="sourceLineNo">067</span> private static final Logger LOG = LoggerFactory.getLogger(DataBlockEncodingTool.class);<a name="line.67"></a>
<span class="sourceLineNo">068</span><a name="line.68"></a>
<span class="sourceLineNo">069</span> private static final boolean includesMemstoreTS = true;<a name="line.69"></a>
<span class="sourceLineNo">070</span><a name="line.70"></a>
<span class="sourceLineNo">071</span> /**<a name="line.71"></a>
<span class="sourceLineNo">072</span> * How many times to run the benchmark. More times means better data in terms of statistics but<a name="line.72"></a>
<span class="sourceLineNo">073</span> * slower execution. Has to be strictly larger than {@link #DEFAULT_BENCHMARK_N_OMIT}.<a name="line.73"></a>
<span class="sourceLineNo">074</span> */<a name="line.74"></a>
<span class="sourceLineNo">075</span> private static final int DEFAULT_BENCHMARK_N_TIMES = 12;<a name="line.75"></a>
<span class="sourceLineNo">076</span><a name="line.76"></a>
<span class="sourceLineNo">077</span> /**<a name="line.77"></a>
<span class="sourceLineNo">078</span> * How many first runs should not be included in the benchmark. Done in order to exclude setup<a name="line.78"></a>
<span class="sourceLineNo">079</span> * cost.<a name="line.79"></a>
<span class="sourceLineNo">080</span> */<a name="line.80"></a>
<span class="sourceLineNo">081</span> private static final int DEFAULT_BENCHMARK_N_OMIT = 2;<a name="line.81"></a>
<span class="sourceLineNo">082</span><a name="line.82"></a>
<span class="sourceLineNo">083</span> /** HFile name to be used in benchmark */<a name="line.83"></a>
<span class="sourceLineNo">084</span> private static final String OPT_HFILE_NAME = "f";<a name="line.84"></a>
<span class="sourceLineNo">085</span><a name="line.85"></a>
<span class="sourceLineNo">086</span> /** Maximum number of key/value pairs to process in a single benchmark run */<a name="line.86"></a>
<span class="sourceLineNo">087</span> private static final String OPT_KV_LIMIT = "n";<a name="line.87"></a>
<span class="sourceLineNo">088</span><a name="line.88"></a>
<span class="sourceLineNo">089</span> /** Whether to run a benchmark to measure read throughput */<a name="line.89"></a>
<span class="sourceLineNo">090</span> private static final String OPT_MEASURE_THROUGHPUT = "b";<a name="line.90"></a>
<span class="sourceLineNo">091</span><a name="line.91"></a>
<span class="sourceLineNo">092</span> /** If this is specified, no correctness testing will be done */<a name="line.92"></a>
<span class="sourceLineNo">093</span> private static final String OPT_OMIT_CORRECTNESS_TEST = "c";<a name="line.93"></a>
<span class="sourceLineNo">094</span><a name="line.94"></a>
<span class="sourceLineNo">095</span> /** What compression algorithm to test */<a name="line.95"></a>
<span class="sourceLineNo">096</span> private static final String OPT_COMPRESSION_ALGORITHM = "a";<a name="line.96"></a>
<span class="sourceLineNo">097</span><a name="line.97"></a>
<span class="sourceLineNo">098</span> /** Number of times to run each benchmark */<a name="line.98"></a>
<span class="sourceLineNo">099</span> private static final String OPT_BENCHMARK_N_TIMES = "t";<a name="line.99"></a>
<span class="sourceLineNo">100</span><a name="line.100"></a>
<span class="sourceLineNo">101</span> /** Number of first runs of every benchmark to omit from statistics */<a name="line.101"></a>
<span class="sourceLineNo">102</span> private static final String OPT_BENCHMARK_N_OMIT = "omit";<a name="line.102"></a>
<span class="sourceLineNo">103</span><a name="line.103"></a>
<span class="sourceLineNo">104</span> /** Compression algorithm to use if not specified on the command line */<a name="line.104"></a>
<span class="sourceLineNo">105</span> private static final Algorithm DEFAULT_COMPRESSION = Compression.Algorithm.GZ;<a name="line.105"></a>
<span class="sourceLineNo">106</span><a name="line.106"></a>
<span class="sourceLineNo">107</span> private static final DecimalFormat DELIMITED_DECIMAL_FORMAT = new DecimalFormat();<a name="line.107"></a>
<span class="sourceLineNo">108</span><a name="line.108"></a>
<span class="sourceLineNo">109</span> static {<a name="line.109"></a>
<span class="sourceLineNo">110</span> DELIMITED_DECIMAL_FORMAT.setGroupingSize(3);<a name="line.110"></a>
<span class="sourceLineNo">111</span> }<a name="line.111"></a>
<span class="sourceLineNo">112</span><a name="line.112"></a>
<span class="sourceLineNo">113</span> private static final String PCT_FORMAT = "%.2f %%";<a name="line.113"></a>
<span class="sourceLineNo">114</span> private static final String INT_FORMAT = "%d";<a name="line.114"></a>
<span class="sourceLineNo">115</span><a name="line.115"></a>
<span class="sourceLineNo">116</span> private static int benchmarkNTimes = DEFAULT_BENCHMARK_N_TIMES;<a name="line.116"></a>
<span class="sourceLineNo">117</span> private static int benchmarkNOmit = DEFAULT_BENCHMARK_N_OMIT;<a name="line.117"></a>
<span class="sourceLineNo">118</span><a name="line.118"></a>
<span class="sourceLineNo">119</span> private final Configuration conf;<a name="line.119"></a>
<span class="sourceLineNo">120</span> private List&lt;EncodedDataBlock&gt; codecs = new ArrayList&lt;&gt;();<a name="line.120"></a>
<span class="sourceLineNo">121</span> private long totalPrefixLength = 0;<a name="line.121"></a>
<span class="sourceLineNo">122</span> private long totalKeyLength = 0;<a name="line.122"></a>
<span class="sourceLineNo">123</span> private long totalValueLength = 0;<a name="line.123"></a>
<span class="sourceLineNo">124</span> private long totalKeyRedundancyLength = 0;<a name="line.124"></a>
<span class="sourceLineNo">125</span> private long totalCFLength = 0;<a name="line.125"></a>
<span class="sourceLineNo">126</span><a name="line.126"></a>
<span class="sourceLineNo">127</span> private byte[] rawKVs;<a name="line.127"></a>
<span class="sourceLineNo">128</span> private boolean useHBaseChecksum = false;<a name="line.128"></a>
<span class="sourceLineNo">129</span><a name="line.129"></a>
<span class="sourceLineNo">130</span> private final String compressionAlgorithmName;<a name="line.130"></a>
<span class="sourceLineNo">131</span> private final Algorithm compressionAlgorithm;<a name="line.131"></a>
<span class="sourceLineNo">132</span> private final Compressor compressor;<a name="line.132"></a>
<span class="sourceLineNo">133</span> private final Decompressor decompressor;<a name="line.133"></a>
<span class="sourceLineNo">134</span><a name="line.134"></a>
<span class="sourceLineNo">135</span> // Check if HFile use Tag.<a name="line.135"></a>
<span class="sourceLineNo">136</span> private static boolean USE_TAG = false;<a name="line.136"></a>
<span class="sourceLineNo">137</span><a name="line.137"></a>
<span class="sourceLineNo">138</span> private enum Manipulation {<a name="line.138"></a>
<span class="sourceLineNo">139</span> ENCODING,<a name="line.139"></a>
<span class="sourceLineNo">140</span> DECODING,<a name="line.140"></a>
<span class="sourceLineNo">141</span> COMPRESSION,<a name="line.141"></a>
<span class="sourceLineNo">142</span> DECOMPRESSION;<a name="line.142"></a>
<span class="sourceLineNo">143</span><a name="line.143"></a>
<span class="sourceLineNo">144</span> @Override<a name="line.144"></a>
<span class="sourceLineNo">145</span> public String toString() {<a name="line.145"></a>
<span class="sourceLineNo">146</span> String s = super.toString();<a name="line.146"></a>
<span class="sourceLineNo">147</span> StringBuilder sb = new StringBuilder();<a name="line.147"></a>
<span class="sourceLineNo">148</span> sb.append(s.charAt(0));<a name="line.148"></a>
<span class="sourceLineNo">149</span> sb.append(s.substring(1).toLowerCase(Locale.ROOT));<a name="line.149"></a>
<span class="sourceLineNo">150</span> return sb.toString();<a name="line.150"></a>
<span class="sourceLineNo">151</span> }<a name="line.151"></a>
<span class="sourceLineNo">152</span> }<a name="line.152"></a>
<span class="sourceLineNo">153</span><a name="line.153"></a>
<span class="sourceLineNo">154</span> /**<a name="line.154"></a>
<span class="sourceLineNo">155</span> * @param compressionAlgorithmName What kind of algorithm should be used as baseline for<a name="line.155"></a>
<span class="sourceLineNo">156</span> * comparison (e.g. lzo, gz).<a name="line.156"></a>
<span class="sourceLineNo">157</span> */<a name="line.157"></a>
<span class="sourceLineNo">158</span> public DataBlockEncodingTool(Configuration conf, String compressionAlgorithmName) {<a name="line.158"></a>
<span class="sourceLineNo">159</span> this.conf = conf;<a name="line.159"></a>
<span class="sourceLineNo">160</span> this.compressionAlgorithmName = compressionAlgorithmName;<a name="line.160"></a>
<span class="sourceLineNo">161</span> this.compressionAlgorithm = Compression.getCompressionAlgorithmByName(compressionAlgorithmName);<a name="line.161"></a>
<span class="sourceLineNo">162</span> this.compressor = this.compressionAlgorithm.getCompressor();<a name="line.162"></a>
<span class="sourceLineNo">163</span> this.decompressor = this.compressionAlgorithm.getDecompressor();<a name="line.163"></a>
<span class="sourceLineNo">164</span> }<a name="line.164"></a>
<span class="sourceLineNo">165</span><a name="line.165"></a>
<span class="sourceLineNo">166</span> /**<a name="line.166"></a>
<span class="sourceLineNo">167</span> * Check statistics for given HFile for different data block encoders.<a name="line.167"></a>
<span class="sourceLineNo">168</span> * @param scanner Of file which will be compressed.<a name="line.168"></a>
<span class="sourceLineNo">169</span> * @param kvLimit Maximal count of KeyValue which will be processed.<a name="line.169"></a>
<span class="sourceLineNo">170</span> * @throws IOException thrown if scanner is invalid<a name="line.170"></a>
<span class="sourceLineNo">171</span> */<a name="line.171"></a>
<span class="sourceLineNo">172</span> public void checkStatistics(final KeyValueScanner scanner, final int kvLimit) throws IOException {<a name="line.172"></a>
<span class="sourceLineNo">173</span> scanner.seek(KeyValue.LOWESTKEY);<a name="line.173"></a>
<span class="sourceLineNo">174</span><a name="line.174"></a>
<span class="sourceLineNo">175</span> KeyValue currentKV;<a name="line.175"></a>
<span class="sourceLineNo">176</span><a name="line.176"></a>
<span class="sourceLineNo">177</span> byte[] previousKey = null;<a name="line.177"></a>
<span class="sourceLineNo">178</span> byte[] currentKey;<a name="line.178"></a>
<span class="sourceLineNo">179</span><a name="line.179"></a>
<span class="sourceLineNo">180</span> DataBlockEncoding[] encodings = DataBlockEncoding.values();<a name="line.180"></a>
<span class="sourceLineNo">181</span><a name="line.181"></a>
<span class="sourceLineNo">182</span> ByteArrayOutputStream uncompressedOutputStream = new ByteArrayOutputStream();<a name="line.182"></a>
<span class="sourceLineNo">183</span><a name="line.183"></a>
<span class="sourceLineNo">184</span> int j = 0;<a name="line.184"></a>
<span class="sourceLineNo">185</span> while ((currentKV = KeyValueUtil.ensureKeyValue(scanner.next())) != null &amp;&amp; j &lt; kvLimit) {<a name="line.185"></a>
<span class="sourceLineNo">186</span> // Iterates through key/value pairs<a name="line.186"></a>
<span class="sourceLineNo">187</span> j++;<a name="line.187"></a>
<span class="sourceLineNo">188</span> currentKey = currentKV.getKey();<a name="line.188"></a>
<span class="sourceLineNo">189</span> if (previousKey != null) {<a name="line.189"></a>
<span class="sourceLineNo">190</span> for (int i = 0; i &lt; previousKey.length &amp;&amp; i &lt; currentKey.length<a name="line.190"></a>
<span class="sourceLineNo">191</span> &amp;&amp; previousKey[i] == currentKey[i]; ++i) {<a name="line.191"></a>
<span class="sourceLineNo">192</span> totalKeyRedundancyLength++;<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><a name="line.195"></a>
<span class="sourceLineNo">196</span> // Add tagsLen zero to cells don't include tags. Since the process of<a name="line.196"></a>
<span class="sourceLineNo">197</span> // scanner converts byte array to KV would abandon tagsLen part if tagsLen<a name="line.197"></a>
<span class="sourceLineNo">198</span> // is zero. But we still needs the tagsLen part to check if current cell<a name="line.198"></a>
<span class="sourceLineNo">199</span> // include tags. If USE_TAG is true, HFile contains cells with tags,<a name="line.199"></a>
<span class="sourceLineNo">200</span> // if the cell tagsLen equals 0, it means other cells may have tags.<a name="line.200"></a>
<span class="sourceLineNo">201</span> if (USE_TAG &amp;&amp; currentKV.getTagsLength() == 0) {<a name="line.201"></a>
<span class="sourceLineNo">202</span> uncompressedOutputStream.write(currentKV.getBuffer(), currentKV.getOffset(),<a name="line.202"></a>
<span class="sourceLineNo">203</span> currentKV.getLength());<a name="line.203"></a>
<span class="sourceLineNo">204</span> // write tagsLen = 0.<a name="line.204"></a>
<span class="sourceLineNo">205</span> uncompressedOutputStream.write(Bytes.toBytes((short) 0));<a name="line.205"></a>
<span class="sourceLineNo">206</span> } else {<a name="line.206"></a>
<span class="sourceLineNo">207</span> uncompressedOutputStream.write(currentKV.getBuffer(), currentKV.getOffset(),<a name="line.207"></a>
<span class="sourceLineNo">208</span> currentKV.getLength());<a name="line.208"></a>
<span class="sourceLineNo">209</span> }<a name="line.209"></a>
<span class="sourceLineNo">210</span><a name="line.210"></a>
<span class="sourceLineNo">211</span> if (includesMemstoreTS) {<a name="line.211"></a>
<span class="sourceLineNo">212</span> WritableUtils.writeVLong(new DataOutputStream(uncompressedOutputStream),<a name="line.212"></a>
<span class="sourceLineNo">213</span> currentKV.getSequenceId());<a name="line.213"></a>
<span class="sourceLineNo">214</span> }<a name="line.214"></a>
<span class="sourceLineNo">215</span><a name="line.215"></a>
<span class="sourceLineNo">216</span> previousKey = currentKey;<a name="line.216"></a>
<span class="sourceLineNo">217</span><a name="line.217"></a>
<span class="sourceLineNo">218</span> int kLen = currentKV.getKeyLength();<a name="line.218"></a>
<span class="sourceLineNo">219</span> int vLen = currentKV.getValueLength();<a name="line.219"></a>
<span class="sourceLineNo">220</span> int cfOffset = currentKV.getFamilyOffset();<a name="line.220"></a>
<span class="sourceLineNo">221</span> int cfLen = currentKV.getFamilyLength();<a name="line.221"></a>
<span class="sourceLineNo">222</span> int restLen = currentKV.getLength() - kLen - vLen;<a name="line.222"></a>
<span class="sourceLineNo">223</span><a name="line.223"></a>
<span class="sourceLineNo">224</span> totalKeyLength += kLen;<a name="line.224"></a>
<span class="sourceLineNo">225</span> totalValueLength += vLen;<a name="line.225"></a>
<span class="sourceLineNo">226</span> totalPrefixLength += restLen;<a name="line.226"></a>
<span class="sourceLineNo">227</span> totalCFLength += cfLen;<a name="line.227"></a>
<span class="sourceLineNo">228</span> }<a name="line.228"></a>
<span class="sourceLineNo">229</span><a name="line.229"></a>
<span class="sourceLineNo">230</span> rawKVs = uncompressedOutputStream.toByteArray();<a name="line.230"></a>
<span class="sourceLineNo">231</span> for (DataBlockEncoding encoding : encodings) {<a name="line.231"></a>
<span class="sourceLineNo">232</span> if (encoding == DataBlockEncoding.NONE) {<a name="line.232"></a>
<span class="sourceLineNo">233</span> continue;<a name="line.233"></a>
<span class="sourceLineNo">234</span> }<a name="line.234"></a>
<span class="sourceLineNo">235</span> DataBlockEncoder d = encoding.getEncoder();<a name="line.235"></a>
<span class="sourceLineNo">236</span> HFileContext meta = new HFileContextBuilder().withDataBlockEncoding(encoding)<a name="line.236"></a>
<span class="sourceLineNo">237</span> .withCompression(Compression.Algorithm.NONE).withIncludesMvcc(includesMemstoreTS)<a name="line.237"></a>
<span class="sourceLineNo">238</span> .withIncludesTags(USE_TAG).build();<a name="line.238"></a>
<span class="sourceLineNo">239</span> codecs.add(new EncodedDataBlock(conf, d, encoding, rawKVs, meta));<a name="line.239"></a>
<span class="sourceLineNo">240</span> }<a name="line.240"></a>
<span class="sourceLineNo">241</span> }<a name="line.241"></a>
<span class="sourceLineNo">242</span><a name="line.242"></a>
<span class="sourceLineNo">243</span> /**<a name="line.243"></a>
<span class="sourceLineNo">244</span> * Verify if all data block encoders are working properly.<a name="line.244"></a>
<span class="sourceLineNo">245</span> * @param scanner Of file which was compressed.<a name="line.245"></a>
<span class="sourceLineNo">246</span> * @param kvLimit Maximal count of KeyValue which will be processed.<a name="line.246"></a>
<span class="sourceLineNo">247</span> * @return true if all data block encoders compressed/decompressed correctly.<a name="line.247"></a>
<span class="sourceLineNo">248</span> * @throws IOException thrown if scanner is invalid<a name="line.248"></a>
<span class="sourceLineNo">249</span> */<a name="line.249"></a>
<span class="sourceLineNo">250</span> public boolean verifyCodecs(final KeyValueScanner scanner, final int kvLimit) throws IOException {<a name="line.250"></a>
<span class="sourceLineNo">251</span> KeyValue currentKv;<a name="line.251"></a>
<span class="sourceLineNo">252</span><a name="line.252"></a>
<span class="sourceLineNo">253</span> scanner.seek(KeyValue.LOWESTKEY);<a name="line.253"></a>
<span class="sourceLineNo">254</span> List&lt;Iterator&lt;Cell&gt;&gt; codecIterators = new ArrayList&lt;&gt;();<a name="line.254"></a>
<span class="sourceLineNo">255</span> for (EncodedDataBlock codec : codecs) {<a name="line.255"></a>
<span class="sourceLineNo">256</span> codecIterators.add(codec.getIterator(HFileBlock.headerSize(useHBaseChecksum)));<a name="line.256"></a>
<span class="sourceLineNo">257</span> }<a name="line.257"></a>
<span class="sourceLineNo">258</span><a name="line.258"></a>
<span class="sourceLineNo">259</span> int j = 0;<a name="line.259"></a>
<span class="sourceLineNo">260</span> while ((currentKv = KeyValueUtil.ensureKeyValue(scanner.next())) != null &amp;&amp; j &lt; kvLimit) {<a name="line.260"></a>
<span class="sourceLineNo">261</span> // Iterates through key/value pairs<a name="line.261"></a>
<span class="sourceLineNo">262</span> ++j;<a name="line.262"></a>
<span class="sourceLineNo">263</span> for (Iterator&lt;Cell&gt; it : codecIterators) {<a name="line.263"></a>
<span class="sourceLineNo">264</span> Cell c = it.next();<a name="line.264"></a>
<span class="sourceLineNo">265</span> KeyValue codecKv = KeyValueUtil.ensureKeyValue(c);<a name="line.265"></a>
<span class="sourceLineNo">266</span> if (<a name="line.266"></a>
<span class="sourceLineNo">267</span> codecKv == null<a name="line.267"></a>
<span class="sourceLineNo">268</span> || 0 != Bytes.compareTo(codecKv.getBuffer(), codecKv.getOffset(), codecKv.getLength(),<a name="line.268"></a>
<span class="sourceLineNo">269</span> currentKv.getBuffer(), currentKv.getOffset(), currentKv.getLength())<a name="line.269"></a>
<span class="sourceLineNo">270</span> ) {<a name="line.270"></a>
<span class="sourceLineNo">271</span> if (codecKv == null) {<a name="line.271"></a>
<span class="sourceLineNo">272</span> LOG.error("There is a bug in codec " + it + " it returned null KeyValue,");<a name="line.272"></a>
<span class="sourceLineNo">273</span> } else {<a name="line.273"></a>
<span class="sourceLineNo">274</span> int prefix = 0;<a name="line.274"></a>
<span class="sourceLineNo">275</span> int limitLength =<a name="line.275"></a>
<span class="sourceLineNo">276</span> 2 * Bytes.SIZEOF_INT + Math.min(codecKv.getLength(), currentKv.getLength());<a name="line.276"></a>
<span class="sourceLineNo">277</span> while (<a name="line.277"></a>
<span class="sourceLineNo">278</span> prefix &lt; limitLength &amp;&amp; codecKv.getBuffer()[prefix + codecKv.getOffset()]<a name="line.278"></a>
<span class="sourceLineNo">279</span> == currentKv.getBuffer()[prefix + currentKv.getOffset()]<a name="line.279"></a>
<span class="sourceLineNo">280</span> ) {<a name="line.280"></a>
<span class="sourceLineNo">281</span> prefix++;<a name="line.281"></a>
<span class="sourceLineNo">282</span> }<a name="line.282"></a>
<span class="sourceLineNo">283</span><a name="line.283"></a>
<span class="sourceLineNo">284</span> LOG.error("There is bug in codec " + it.toString() + "\n on element " + j<a name="line.284"></a>
<span class="sourceLineNo">285</span> + "\n codecKv.getKeyLength() " + codecKv.getKeyLength()<a name="line.285"></a>
<span class="sourceLineNo">286</span> + "\n codecKv.getValueLength() " + codecKv.getValueLength()<a name="line.286"></a>
<span class="sourceLineNo">287</span> + "\n codecKv.getLength() " + codecKv.getLength() + "\n currentKv.getKeyLength() "<a name="line.287"></a>
<span class="sourceLineNo">288</span> + currentKv.getKeyLength() + "\n currentKv.getValueLength() "<a name="line.288"></a>
<span class="sourceLineNo">289</span> + currentKv.getValueLength() + "\n codecKv.getLength() " + currentKv.getLength()<a name="line.289"></a>
<span class="sourceLineNo">290</span> + "\n currentKV rowLength " + currentKv.getRowLength() + " familyName "<a name="line.290"></a>
<span class="sourceLineNo">291</span> + currentKv.getFamilyLength() + " qualifier " + currentKv.getQualifierLength()<a name="line.291"></a>
<span class="sourceLineNo">292</span> + "\n prefix " + prefix + "\n codecKv '"<a name="line.292"></a>
<span class="sourceLineNo">293</span> + Bytes.toStringBinary(codecKv.getBuffer(), codecKv.getOffset(), prefix) + "' diff '"<a name="line.293"></a>
<span class="sourceLineNo">294</span> + Bytes.toStringBinary(codecKv.getBuffer(), codecKv.getOffset() + prefix,<a name="line.294"></a>
<span class="sourceLineNo">295</span> codecKv.getLength() - prefix)<a name="line.295"></a>
<span class="sourceLineNo">296</span> + "'" + "\n currentKv '"<a name="line.296"></a>
<span class="sourceLineNo">297</span> + Bytes.toStringBinary(currentKv.getBuffer(), currentKv.getOffset(), prefix)<a name="line.297"></a>
<span class="sourceLineNo">298</span> + "' diff '" + Bytes.toStringBinary(currentKv.getBuffer(),<a name="line.298"></a>
<span class="sourceLineNo">299</span> currentKv.getOffset() + prefix, currentKv.getLength() - prefix)<a name="line.299"></a>
<span class="sourceLineNo">300</span> + "'");<a name="line.300"></a>
<span class="sourceLineNo">301</span> }<a name="line.301"></a>
<span class="sourceLineNo">302</span> return false;<a name="line.302"></a>
<span class="sourceLineNo">303</span> }<a name="line.303"></a>
<span class="sourceLineNo">304</span> }<a name="line.304"></a>
<span class="sourceLineNo">305</span> }<a name="line.305"></a>
<span class="sourceLineNo">306</span><a name="line.306"></a>
<span class="sourceLineNo">307</span> LOG.info("Verification was successful!");<a name="line.307"></a>
<span class="sourceLineNo">308</span><a name="line.308"></a>
<span class="sourceLineNo">309</span> return true;<a name="line.309"></a>
<span class="sourceLineNo">310</span> }<a name="line.310"></a>
<span class="sourceLineNo">311</span><a name="line.311"></a>
<span class="sourceLineNo">312</span> /**<a name="line.312"></a>
<span class="sourceLineNo">313</span> * Benchmark codec's speed.<a name="line.313"></a>
<span class="sourceLineNo">314</span> */<a name="line.314"></a>
<span class="sourceLineNo">315</span> public void benchmarkCodecs() throws IOException {<a name="line.315"></a>
<span class="sourceLineNo">316</span> LOG.info("Starting a throughput benchmark for data block encoding codecs");<a name="line.316"></a>
<span class="sourceLineNo">317</span> int prevTotalSize = -1;<a name="line.317"></a>
<span class="sourceLineNo">318</span> for (EncodedDataBlock codec : codecs) {<a name="line.318"></a>
<span class="sourceLineNo">319</span> prevTotalSize = benchmarkEncoder(prevTotalSize, codec);<a name="line.319"></a>
<span class="sourceLineNo">320</span> }<a name="line.320"></a>
<span class="sourceLineNo">321</span><a name="line.321"></a>
<span class="sourceLineNo">322</span> benchmarkDefaultCompression(prevTotalSize, rawKVs);<a name="line.322"></a>
<span class="sourceLineNo">323</span> }<a name="line.323"></a>
<span class="sourceLineNo">324</span><a name="line.324"></a>
<span class="sourceLineNo">325</span> /**<a name="line.325"></a>
<span class="sourceLineNo">326</span> * Benchmark compression/decompression throughput.<a name="line.326"></a>
<span class="sourceLineNo">327</span> * @param previousTotalSize Total size used for verification. Use -1 if unknown.<a name="line.327"></a>
<span class="sourceLineNo">328</span> * @param codec Tested encoder.<a name="line.328"></a>
<span class="sourceLineNo">329</span> * @return Size of uncompressed data.<a name="line.329"></a>
<span class="sourceLineNo">330</span> */<a name="line.330"></a>
<span class="sourceLineNo">331</span> private int benchmarkEncoder(int previousTotalSize, EncodedDataBlock codec) {<a name="line.331"></a>
<span class="sourceLineNo">332</span> int prevTotalSize = previousTotalSize;<a name="line.332"></a>
<span class="sourceLineNo">333</span> int totalSize = 0;<a name="line.333"></a>
<span class="sourceLineNo">334</span><a name="line.334"></a>
<span class="sourceLineNo">335</span> // decompression time<a name="line.335"></a>
<span class="sourceLineNo">336</span> List&lt;Long&gt; durations = new ArrayList&lt;&gt;();<a name="line.336"></a>
<span class="sourceLineNo">337</span> for (int itTime = 0; itTime &lt; benchmarkNTimes; ++itTime) {<a name="line.337"></a>
<span class="sourceLineNo">338</span> totalSize = 0;<a name="line.338"></a>
<span class="sourceLineNo">339</span><a name="line.339"></a>
<span class="sourceLineNo">340</span> Iterator&lt;Cell&gt; it;<a name="line.340"></a>
<span class="sourceLineNo">341</span><a name="line.341"></a>
<span class="sourceLineNo">342</span> it = codec.getIterator(HFileBlock.headerSize(useHBaseChecksum));<a name="line.342"></a>
<span class="sourceLineNo">343</span><a name="line.343"></a>
<span class="sourceLineNo">344</span> // count only the algorithm time, without memory allocations<a name="line.344"></a>
<span class="sourceLineNo">345</span> // (expect first time)<a name="line.345"></a>
<span class="sourceLineNo">346</span> final long startTime = System.nanoTime();<a name="line.346"></a>
<span class="sourceLineNo">347</span> while (it.hasNext()) {<a name="line.347"></a>
<span class="sourceLineNo">348</span> totalSize += KeyValueUtil.ensureKeyValue(it.next()).getLength();<a name="line.348"></a>
<span class="sourceLineNo">349</span> }<a name="line.349"></a>
<span class="sourceLineNo">350</span> final long finishTime = System.nanoTime();<a name="line.350"></a>
<span class="sourceLineNo">351</span> if (itTime &gt;= benchmarkNOmit) {<a name="line.351"></a>
<span class="sourceLineNo">352</span> durations.add(finishTime - startTime);<a name="line.352"></a>
<span class="sourceLineNo">353</span> }<a name="line.353"></a>
<span class="sourceLineNo">354</span><a name="line.354"></a>
<span class="sourceLineNo">355</span> if (prevTotalSize != -1 &amp;&amp; prevTotalSize != totalSize) {<a name="line.355"></a>
<span class="sourceLineNo">356</span> throw new IllegalStateException(<a name="line.356"></a>
<span class="sourceLineNo">357</span> String.format("Algorithm '%s' decoded data to different size", codec.toString()));<a name="line.357"></a>
<span class="sourceLineNo">358</span> }<a name="line.358"></a>
<span class="sourceLineNo">359</span> prevTotalSize = totalSize;<a name="line.359"></a>
<span class="sourceLineNo">360</span> }<a name="line.360"></a>
<span class="sourceLineNo">361</span><a name="line.361"></a>
<span class="sourceLineNo">362</span> List&lt;Long&gt; encodingDurations = new ArrayList&lt;&gt;();<a name="line.362"></a>
<span class="sourceLineNo">363</span> for (int itTime = 0; itTime &lt; benchmarkNTimes; ++itTime) {<a name="line.363"></a>
<span class="sourceLineNo">364</span> final long startTime = System.nanoTime();<a name="line.364"></a>
<span class="sourceLineNo">365</span> codec.encodeData();<a name="line.365"></a>
<span class="sourceLineNo">366</span> final long finishTime = System.nanoTime();<a name="line.366"></a>
<span class="sourceLineNo">367</span> if (itTime &gt;= benchmarkNOmit) {<a name="line.367"></a>
<span class="sourceLineNo">368</span> encodingDurations.add(finishTime - startTime);<a name="line.368"></a>
<span class="sourceLineNo">369</span> }<a name="line.369"></a>
<span class="sourceLineNo">370</span> }<a name="line.370"></a>
<span class="sourceLineNo">371</span><a name="line.371"></a>
<span class="sourceLineNo">372</span> System.out.println(codec.toString() + ":");<a name="line.372"></a>
<span class="sourceLineNo">373</span> printBenchmarkResult(totalSize, encodingDurations, Manipulation.ENCODING);<a name="line.373"></a>
<span class="sourceLineNo">374</span> printBenchmarkResult(totalSize, durations, Manipulation.DECODING);<a name="line.374"></a>
<span class="sourceLineNo">375</span> System.out.println();<a name="line.375"></a>
<span class="sourceLineNo">376</span><a name="line.376"></a>
<span class="sourceLineNo">377</span> return prevTotalSize;<a name="line.377"></a>
<span class="sourceLineNo">378</span> }<a name="line.378"></a>
<span class="sourceLineNo">379</span><a name="line.379"></a>
<span class="sourceLineNo">380</span> private void benchmarkDefaultCompression(int totalSize, byte[] rawBuffer) throws IOException {<a name="line.380"></a>
<span class="sourceLineNo">381</span> benchmarkAlgorithm(compressionAlgorithm, compressionAlgorithmName.toUpperCase(Locale.ROOT),<a name="line.381"></a>
<span class="sourceLineNo">382</span> rawBuffer, 0, totalSize);<a name="line.382"></a>
<span class="sourceLineNo">383</span> }<a name="line.383"></a>
<span class="sourceLineNo">384</span><a name="line.384"></a>
<span class="sourceLineNo">385</span> /**<a name="line.385"></a>
<span class="sourceLineNo">386</span> * Check decompress performance of a given algorithm and print it.<a name="line.386"></a>
<span class="sourceLineNo">387</span> * @param algorithm Compression algorithm.<a name="line.387"></a>
<span class="sourceLineNo">388</span> * @param name Name of algorithm.<a name="line.388"></a>
<span class="sourceLineNo">389</span> * @param buffer Buffer to be compressed.<a name="line.389"></a>
<span class="sourceLineNo">390</span> * @param offset Position of the beginning of the data.<a name="line.390"></a>
<span class="sourceLineNo">391</span> * @param length Length of data in buffer.<a name="line.391"></a>
<span class="sourceLineNo">392</span> */<a name="line.392"></a>
<span class="sourceLineNo">393</span> public void benchmarkAlgorithm(Compression.Algorithm algorithm, String name, byte[] buffer,<a name="line.393"></a>
<span class="sourceLineNo">394</span> int offset, int length) throws IOException {<a name="line.394"></a>
<span class="sourceLineNo">395</span> System.out.println(name + ":");<a name="line.395"></a>
<span class="sourceLineNo">396</span><a name="line.396"></a>
<span class="sourceLineNo">397</span> // compress it<a name="line.397"></a>
<span class="sourceLineNo">398</span> List&lt;Long&gt; compressDurations = new ArrayList&lt;&gt;();<a name="line.398"></a>
<span class="sourceLineNo">399</span> ByteArrayOutputStream compressedStream = new ByteArrayOutputStream();<a name="line.399"></a>
<span class="sourceLineNo">400</span> CompressionOutputStream compressingStream =<a name="line.400"></a>
<span class="sourceLineNo">401</span> algorithm.createPlainCompressionStream(compressedStream, compressor);<a name="line.401"></a>
<span class="sourceLineNo">402</span> try {<a name="line.402"></a>
<span class="sourceLineNo">403</span> for (int itTime = 0; itTime &lt; benchmarkNTimes; ++itTime) {<a name="line.403"></a>
<span class="sourceLineNo">404</span> final long startTime = System.nanoTime();<a name="line.404"></a>
<span class="sourceLineNo">405</span> // The compressedStream should reset before compressingStream resetState since in GZ<a name="line.405"></a>
<span class="sourceLineNo">406</span> // resetStatue will write header in the outputstream.<a name="line.406"></a>
<span class="sourceLineNo">407</span> compressedStream.reset();<a name="line.407"></a>
<span class="sourceLineNo">408</span> compressingStream.resetState();<a name="line.408"></a>
<span class="sourceLineNo">409</span> compressingStream.write(buffer, offset, length);<a name="line.409"></a>
<span class="sourceLineNo">410</span> compressingStream.flush();<a name="line.410"></a>
<span class="sourceLineNo">411</span> compressedStream.toByteArray();<a name="line.411"></a>
<span class="sourceLineNo">412</span><a name="line.412"></a>
<span class="sourceLineNo">413</span> final long finishTime = System.nanoTime();<a name="line.413"></a>
<span class="sourceLineNo">414</span><a name="line.414"></a>
<span class="sourceLineNo">415</span> // add time record<a name="line.415"></a>
<span class="sourceLineNo">416</span> if (itTime &gt;= benchmarkNOmit) {<a name="line.416"></a>
<span class="sourceLineNo">417</span> compressDurations.add(finishTime - startTime);<a name="line.417"></a>
<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> } catch (IOException e) {<a name="line.420"></a>
<span class="sourceLineNo">421</span> throw new RuntimeException(<a name="line.421"></a>
<span class="sourceLineNo">422</span> String.format("Benchmark, or encoding algorithm '%s' cause some stream problems", name), e);<a name="line.422"></a>
<span class="sourceLineNo">423</span> }<a name="line.423"></a>
<span class="sourceLineNo">424</span> compressingStream.close();<a name="line.424"></a>
<span class="sourceLineNo">425</span> printBenchmarkResult(length, compressDurations, Manipulation.COMPRESSION);<a name="line.425"></a>
<span class="sourceLineNo">426</span><a name="line.426"></a>
<span class="sourceLineNo">427</span> byte[] compBuffer = compressedStream.toByteArray();<a name="line.427"></a>
<span class="sourceLineNo">428</span><a name="line.428"></a>
<span class="sourceLineNo">429</span> // uncompress it several times and measure performance<a name="line.429"></a>
<span class="sourceLineNo">430</span> List&lt;Long&gt; durations = new ArrayList&lt;&gt;();<a name="line.430"></a>
<span class="sourceLineNo">431</span> for (int itTime = 0; itTime &lt; benchmarkNTimes; ++itTime) {<a name="line.431"></a>
<span class="sourceLineNo">432</span> final long startTime = System.nanoTime();<a name="line.432"></a>
<span class="sourceLineNo">433</span> byte[] newBuf = new byte[length + 1];<a name="line.433"></a>
<span class="sourceLineNo">434</span><a name="line.434"></a>
<span class="sourceLineNo">435</span> try {<a name="line.435"></a>
<span class="sourceLineNo">436</span> ByteArrayInputStream downStream =<a name="line.436"></a>
<span class="sourceLineNo">437</span> new ByteArrayInputStream(compBuffer, 0, compBuffer.length);<a name="line.437"></a>
<span class="sourceLineNo">438</span> InputStream decompressedStream =<a name="line.438"></a>
<span class="sourceLineNo">439</span> algorithm.createDecompressionStream(downStream, decompressor, 0);<a name="line.439"></a>
<span class="sourceLineNo">440</span><a name="line.440"></a>
<span class="sourceLineNo">441</span> int destOffset = 0;<a name="line.441"></a>
<span class="sourceLineNo">442</span> int nextChunk;<a name="line.442"></a>
<span class="sourceLineNo">443</span> while ((nextChunk = decompressedStream.available()) &gt; 0) {<a name="line.443"></a>
<span class="sourceLineNo">444</span> destOffset += decompressedStream.read(newBuf, destOffset, nextChunk);<a name="line.444"></a>
<span class="sourceLineNo">445</span> }<a name="line.445"></a>
<span class="sourceLineNo">446</span> decompressedStream.close();<a name="line.446"></a>
<span class="sourceLineNo">447</span><a name="line.447"></a>
<span class="sourceLineNo">448</span> } catch (IOException e) {<a name="line.448"></a>
<span class="sourceLineNo">449</span> throw new RuntimeException(<a name="line.449"></a>
<span class="sourceLineNo">450</span> String.format("Decoding path in '%s' algorithm cause exception ", name), e);<a name="line.450"></a>
<span class="sourceLineNo">451</span> }<a name="line.451"></a>
<span class="sourceLineNo">452</span><a name="line.452"></a>
<span class="sourceLineNo">453</span> final long finishTime = System.nanoTime();<a name="line.453"></a>
<span class="sourceLineNo">454</span><a name="line.454"></a>
<span class="sourceLineNo">455</span> // check correctness<a name="line.455"></a>
<span class="sourceLineNo">456</span> if (0 != Bytes.compareTo(buffer, 0, length, newBuf, 0, length)) {<a name="line.456"></a>
<span class="sourceLineNo">457</span> int prefix = 0;<a name="line.457"></a>
<span class="sourceLineNo">458</span> for (; prefix &lt; buffer.length &amp;&amp; prefix &lt; newBuf.length; ++prefix) {<a name="line.458"></a>
<span class="sourceLineNo">459</span> if (buffer[prefix] != newBuf[prefix]) {<a name="line.459"></a>
<span class="sourceLineNo">460</span> break;<a name="line.460"></a>
<span class="sourceLineNo">461</span> }<a name="line.461"></a>
<span class="sourceLineNo">462</span> }<a name="line.462"></a>
<span class="sourceLineNo">463</span> throw new RuntimeException(String.format("Algorithm '%s' is corrupting the data", name));<a name="line.463"></a>
<span class="sourceLineNo">464</span> }<a name="line.464"></a>
<span class="sourceLineNo">465</span><a name="line.465"></a>
<span class="sourceLineNo">466</span> // add time record<a name="line.466"></a>
<span class="sourceLineNo">467</span> if (itTime &gt;= benchmarkNOmit) {<a name="line.467"></a>
<span class="sourceLineNo">468</span> durations.add(finishTime - startTime);<a name="line.468"></a>
<span class="sourceLineNo">469</span> }<a name="line.469"></a>
<span class="sourceLineNo">470</span> }<a name="line.470"></a>
<span class="sourceLineNo">471</span> printBenchmarkResult(length, durations, Manipulation.DECOMPRESSION);<a name="line.471"></a>
<span class="sourceLineNo">472</span> System.out.println();<a name="line.472"></a>
<span class="sourceLineNo">473</span> }<a name="line.473"></a>
<span class="sourceLineNo">474</span><a name="line.474"></a>
<span class="sourceLineNo">475</span> private static final double BYTES_IN_MB = 1024 * 1024.0;<a name="line.475"></a>
<span class="sourceLineNo">476</span> private static final double NS_IN_SEC = 1000.0 * 1000.0 * 1000.0;<a name="line.476"></a>
<span class="sourceLineNo">477</span> private static final double MB_SEC_COEF = NS_IN_SEC / BYTES_IN_MB;<a name="line.477"></a>
<span class="sourceLineNo">478</span><a name="line.478"></a>
<span class="sourceLineNo">479</span> private static void printBenchmarkResult(int totalSize, List&lt;Long&gt; durationsInNanoSec,<a name="line.479"></a>
<span class="sourceLineNo">480</span> Manipulation manipulation) {<a name="line.480"></a>
<span class="sourceLineNo">481</span> final int n = durationsInNanoSec.size();<a name="line.481"></a>
<span class="sourceLineNo">482</span> long meanTime = 0;<a name="line.482"></a>
<span class="sourceLineNo">483</span> for (long time : durationsInNanoSec) {<a name="line.483"></a>
<span class="sourceLineNo">484</span> meanTime += time;<a name="line.484"></a>
<span class="sourceLineNo">485</span> }<a name="line.485"></a>
<span class="sourceLineNo">486</span> meanTime /= n;<a name="line.486"></a>
<span class="sourceLineNo">487</span><a name="line.487"></a>
<span class="sourceLineNo">488</span> double meanMBPerSec = totalSize * MB_SEC_COEF / meanTime;<a name="line.488"></a>
<span class="sourceLineNo">489</span> double mbPerSecSTD = 0;<a name="line.489"></a>
<span class="sourceLineNo">490</span> if (n &gt; 0) {<a name="line.490"></a>
<span class="sourceLineNo">491</span> for (long time : durationsInNanoSec) {<a name="line.491"></a>
<span class="sourceLineNo">492</span> double mbPerSec = totalSize * MB_SEC_COEF / time;<a name="line.492"></a>
<span class="sourceLineNo">493</span> double dev = mbPerSec - meanMBPerSec;<a name="line.493"></a>
<span class="sourceLineNo">494</span> mbPerSecSTD += dev * dev;<a name="line.494"></a>
<span class="sourceLineNo">495</span> }<a name="line.495"></a>
<span class="sourceLineNo">496</span> mbPerSecSTD = Math.sqrt(mbPerSecSTD / n);<a name="line.496"></a>
<span class="sourceLineNo">497</span> }<a name="line.497"></a>
<span class="sourceLineNo">498</span><a name="line.498"></a>
<span class="sourceLineNo">499</span> outputTuple(manipulation + " performance", "%6.2f MB/s (+/- %.2f MB/s)", meanMBPerSec,<a name="line.499"></a>
<span class="sourceLineNo">500</span> mbPerSecSTD);<a name="line.500"></a>
<span class="sourceLineNo">501</span> }<a name="line.501"></a>
<span class="sourceLineNo">502</span><a name="line.502"></a>
<span class="sourceLineNo">503</span> private static void outputTuple(String caption, String format, Object... values) {<a name="line.503"></a>
<span class="sourceLineNo">504</span> if (format.startsWith(INT_FORMAT)) {<a name="line.504"></a>
<span class="sourceLineNo">505</span> format = "%s" + format.substring(INT_FORMAT.length());<a name="line.505"></a>
<span class="sourceLineNo">506</span> values[0] = DELIMITED_DECIMAL_FORMAT.format(values[0]);<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> StringBuilder sb = new StringBuilder();<a name="line.509"></a>
<span class="sourceLineNo">510</span> sb.append(" ");<a name="line.510"></a>
<span class="sourceLineNo">511</span> sb.append(caption);<a name="line.511"></a>
<span class="sourceLineNo">512</span> sb.append(":");<a name="line.512"></a>
<span class="sourceLineNo">513</span><a name="line.513"></a>
<span class="sourceLineNo">514</span> String v = String.format(format, values);<a name="line.514"></a>
<span class="sourceLineNo">515</span> int padding = 60 - sb.length() - v.length();<a name="line.515"></a>
<span class="sourceLineNo">516</span> for (int i = 0; i &lt; padding; ++i) {<a name="line.516"></a>
<span class="sourceLineNo">517</span> sb.append(' ');<a name="line.517"></a>
<span class="sourceLineNo">518</span> }<a name="line.518"></a>
<span class="sourceLineNo">519</span> sb.append(v);<a name="line.519"></a>
<span class="sourceLineNo">520</span> System.out.println(sb);<a name="line.520"></a>
<span class="sourceLineNo">521</span> }<a name="line.521"></a>
<span class="sourceLineNo">522</span><a name="line.522"></a>
<span class="sourceLineNo">523</span> /**<a name="line.523"></a>
<span class="sourceLineNo">524</span> * Display statistics of different compression algorithms.<a name="line.524"></a>
<span class="sourceLineNo">525</span> */<a name="line.525"></a>
<span class="sourceLineNo">526</span> public void displayStatistics() throws IOException {<a name="line.526"></a>
<span class="sourceLineNo">527</span> final String comprAlgo = compressionAlgorithmName.toUpperCase(Locale.ROOT);<a name="line.527"></a>
<span class="sourceLineNo">528</span> long rawBytes = totalKeyLength + totalPrefixLength + totalValueLength;<a name="line.528"></a>
<span class="sourceLineNo">529</span><a name="line.529"></a>
<span class="sourceLineNo">530</span> System.out.println("Raw data size:");<a name="line.530"></a>
<span class="sourceLineNo">531</span> outputTuple("Raw bytes", INT_FORMAT, rawBytes);<a name="line.531"></a>
<span class="sourceLineNo">532</span> outputTuplePct("Key bytes", totalKeyLength);<a name="line.532"></a>
<span class="sourceLineNo">533</span> outputTuplePct("Value bytes", totalValueLength);<a name="line.533"></a>
<span class="sourceLineNo">534</span> outputTuplePct("KV infrastructure", totalPrefixLength);<a name="line.534"></a>
<span class="sourceLineNo">535</span> outputTuplePct("CF overhead", totalCFLength);<a name="line.535"></a>
<span class="sourceLineNo">536</span> outputTuplePct("Total key redundancy", totalKeyRedundancyLength);<a name="line.536"></a>
<span class="sourceLineNo">537</span><a name="line.537"></a>
<span class="sourceLineNo">538</span> int compressedSize = EncodedDataBlock.getCompressedSize(compressionAlgorithm, compressor,<a name="line.538"></a>
<span class="sourceLineNo">539</span> rawKVs, 0, rawKVs.length);<a name="line.539"></a>
<span class="sourceLineNo">540</span> outputTuple(comprAlgo + " only size", INT_FORMAT, compressedSize);<a name="line.540"></a>
<span class="sourceLineNo">541</span> outputSavings(comprAlgo + " only", compressedSize, rawBytes);<a name="line.541"></a>
<span class="sourceLineNo">542</span> System.out.println();<a name="line.542"></a>
<span class="sourceLineNo">543</span><a name="line.543"></a>
<span class="sourceLineNo">544</span> for (EncodedDataBlock codec : codecs) {<a name="line.544"></a>
<span class="sourceLineNo">545</span> System.out.println(codec.toString());<a name="line.545"></a>
<span class="sourceLineNo">546</span> long encodedBytes = codec.getSize();<a name="line.546"></a>
<span class="sourceLineNo">547</span> outputTuple("Encoded bytes", INT_FORMAT, encodedBytes);<a name="line.547"></a>
<span class="sourceLineNo">548</span> outputSavings("Key encoding", encodedBytes - totalValueLength, rawBytes - totalValueLength);<a name="line.548"></a>
<span class="sourceLineNo">549</span> outputSavings("Total encoding", encodedBytes, rawBytes);<a name="line.549"></a>
<span class="sourceLineNo">550</span><a name="line.550"></a>
<span class="sourceLineNo">551</span> int encodedCompressedSize = codec.getEncodedCompressedSize(compressionAlgorithm, compressor);<a name="line.551"></a>
<span class="sourceLineNo">552</span> outputTuple("Encoding + " + comprAlgo + " size", INT_FORMAT, encodedCompressedSize);<a name="line.552"></a>
<span class="sourceLineNo">553</span> outputSavings("Encoding + " + comprAlgo, encodedCompressedSize, rawBytes);<a name="line.553"></a>
<span class="sourceLineNo">554</span> outputSavings("Encoding with " + comprAlgo, encodedCompressedSize, compressedSize);<a name="line.554"></a>
<span class="sourceLineNo">555</span><a name="line.555"></a>
<span class="sourceLineNo">556</span> System.out.println();<a name="line.556"></a>
<span class="sourceLineNo">557</span> }<a name="line.557"></a>
<span class="sourceLineNo">558</span> }<a name="line.558"></a>
<span class="sourceLineNo">559</span><a name="line.559"></a>
<span class="sourceLineNo">560</span> private void outputTuplePct(String caption, long size) {<a name="line.560"></a>
<span class="sourceLineNo">561</span> outputTuple(caption, INT_FORMAT + " (" + PCT_FORMAT + ")", size, size * 100.0 / rawKVs.length);<a name="line.561"></a>
<span class="sourceLineNo">562</span> }<a name="line.562"></a>
<span class="sourceLineNo">563</span><a name="line.563"></a>
<span class="sourceLineNo">564</span> private void outputSavings(String caption, long part, long whole) {<a name="line.564"></a>
<span class="sourceLineNo">565</span> double pct = 100.0 * (1 - 1.0 * part / whole);<a name="line.565"></a>
<span class="sourceLineNo">566</span> double times = whole * 1.0 / part;<a name="line.566"></a>
<span class="sourceLineNo">567</span> outputTuple(caption + " savings", PCT_FORMAT + " (%.2f x)", pct, times);<a name="line.567"></a>
<span class="sourceLineNo">568</span> }<a name="line.568"></a>
<span class="sourceLineNo">569</span><a name="line.569"></a>
<span class="sourceLineNo">570</span> /**<a name="line.570"></a>
<span class="sourceLineNo">571</span> * Test a data block encoder on the given HFile. Output results to console.<a name="line.571"></a>
<span class="sourceLineNo">572</span> * @param kvLimit The limit of KeyValue which will be analyzed.<a name="line.572"></a>
<span class="sourceLineNo">573</span> * @param hfilePath an HFile path on the file system.<a name="line.573"></a>
<span class="sourceLineNo">574</span> * @param compressionName Compression algorithm used for comparison.<a name="line.574"></a>
<span class="sourceLineNo">575</span> * @param doBenchmark Run performance benchmarks.<a name="line.575"></a>
<span class="sourceLineNo">576</span> * @param doVerify Verify correctness.<a name="line.576"></a>
<span class="sourceLineNo">577</span> * @throws IOException When pathName is incorrect.<a name="line.577"></a>
<span class="sourceLineNo">578</span> */<a name="line.578"></a>
<span class="sourceLineNo">579</span> public static void testCodecs(Configuration conf, int kvLimit, String hfilePath,<a name="line.579"></a>
<span class="sourceLineNo">580</span> String compressionName, boolean doBenchmark, boolean doVerify) throws IOException {<a name="line.580"></a>
<span class="sourceLineNo">581</span> // create environment<a name="line.581"></a>
<span class="sourceLineNo">582</span> Path path = new Path(hfilePath);<a name="line.582"></a>
<span class="sourceLineNo">583</span> CacheConfig cacheConf = new CacheConfig(conf);<a name="line.583"></a>
<span class="sourceLineNo">584</span> FileSystem fs = FileSystem.get(conf);<a name="line.584"></a>
<span class="sourceLineNo">585</span> HStoreFile hsf = new HStoreFile(fs, path, conf, cacheConf, BloomType.NONE, true);<a name="line.585"></a>
<span class="sourceLineNo">586</span> hsf.initReader();<a name="line.586"></a>
<span class="sourceLineNo">587</span> StoreFileReader reader = hsf.getReader();<a name="line.587"></a>
<span class="sourceLineNo">588</span> reader.loadFileInfo();<a name="line.588"></a>
<span class="sourceLineNo">589</span> KeyValueScanner scanner =<a name="line.589"></a>
<span class="sourceLineNo">590</span> reader.getStoreFileScanner(true, true, false, hsf.getMaxMemStoreTS(), 0, false);<a name="line.590"></a>
<span class="sourceLineNo">591</span> USE_TAG = reader.getHFileReader().getFileContext().isIncludesTags();<a name="line.591"></a>
<span class="sourceLineNo">592</span> // run the utilities<a name="line.592"></a>
<span class="sourceLineNo">593</span> DataBlockEncodingTool comp = new DataBlockEncodingTool(conf, compressionName);<a name="line.593"></a>
<span class="sourceLineNo">594</span> int majorVersion = reader.getHFileVersion();<a name="line.594"></a>
<span class="sourceLineNo">595</span> comp.useHBaseChecksum = majorVersion &gt; 2 || (majorVersion == 2<a name="line.595"></a>
<span class="sourceLineNo">596</span> &amp;&amp; reader.getHFileMinorVersion() &gt;= HFileReaderImpl.MINOR_VERSION_WITH_CHECKSUM);<a name="line.596"></a>
<span class="sourceLineNo">597</span> comp.checkStatistics(scanner, kvLimit);<a name="line.597"></a>
<span class="sourceLineNo">598</span> if (doVerify) {<a name="line.598"></a>
<span class="sourceLineNo">599</span> comp.verifyCodecs(scanner, kvLimit);<a name="line.599"></a>
<span class="sourceLineNo">600</span> }<a name="line.600"></a>
<span class="sourceLineNo">601</span> if (doBenchmark) {<a name="line.601"></a>
<span class="sourceLineNo">602</span> comp.benchmarkCodecs();<a name="line.602"></a>
<span class="sourceLineNo">603</span> }<a name="line.603"></a>
<span class="sourceLineNo">604</span> comp.displayStatistics();<a name="line.604"></a>
<span class="sourceLineNo">605</span><a name="line.605"></a>
<span class="sourceLineNo">606</span> // cleanup<a name="line.606"></a>
<span class="sourceLineNo">607</span> scanner.close();<a name="line.607"></a>
<span class="sourceLineNo">608</span> reader.close(cacheConf.shouldEvictOnClose());<a name="line.608"></a>
<span class="sourceLineNo">609</span> }<a name="line.609"></a>
<span class="sourceLineNo">610</span><a name="line.610"></a>
<span class="sourceLineNo">611</span> private static void printUsage(Options options) {<a name="line.611"></a>
<span class="sourceLineNo">612</span> System.err.println("Usage:");<a name="line.612"></a>
<span class="sourceLineNo">613</span> System.err<a name="line.613"></a>
<span class="sourceLineNo">614</span> .println(String.format("./hbase %s &lt;options&gt;", DataBlockEncodingTool.class.getName()));<a name="line.614"></a>
<span class="sourceLineNo">615</span> System.err.println("Options:");<a name="line.615"></a>
<span class="sourceLineNo">616</span> for (Object it : options.getOptions()) {<a name="line.616"></a>
<span class="sourceLineNo">617</span> Option opt = (Option) it;<a name="line.617"></a>
<span class="sourceLineNo">618</span> if (opt.hasArg()) {<a name="line.618"></a>
<span class="sourceLineNo">619</span> System.err.println(<a name="line.619"></a>
<span class="sourceLineNo">620</span> String.format("-%s %s: %s", opt.getOpt(), opt.getArgName(), opt.getDescription()));<a name="line.620"></a>
<span class="sourceLineNo">621</span> } else {<a name="line.621"></a>
<span class="sourceLineNo">622</span> System.err.println(String.format("-%s: %s", opt.getOpt(), opt.getDescription()));<a name="line.622"></a>
<span class="sourceLineNo">623</span> }<a name="line.623"></a>
<span class="sourceLineNo">624</span> }<a name="line.624"></a>
<span class="sourceLineNo">625</span> }<a name="line.625"></a>
<span class="sourceLineNo">626</span><a name="line.626"></a>
<span class="sourceLineNo">627</span> /**<a name="line.627"></a>
<span class="sourceLineNo">628</span> * A command line interface to benchmarks. Parses command-line arguments and runs the appropriate<a name="line.628"></a>
<span class="sourceLineNo">629</span> * benchmarks.<a name="line.629"></a>
<span class="sourceLineNo">630</span> * @param args Should have length at least 1 and holds the file path to HFile.<a name="line.630"></a>
<span class="sourceLineNo">631</span> * @throws IOException If you specified the wrong file.<a name="line.631"></a>
<span class="sourceLineNo">632</span> */<a name="line.632"></a>
<span class="sourceLineNo">633</span> public static void main(final String[] args) throws IOException {<a name="line.633"></a>
<span class="sourceLineNo">634</span> // set up user arguments<a name="line.634"></a>
<span class="sourceLineNo">635</span> Options options = new Options();<a name="line.635"></a>
<span class="sourceLineNo">636</span> options.addOption(OPT_HFILE_NAME, true, "HFile to analyse (REQUIRED)");<a name="line.636"></a>
<span class="sourceLineNo">637</span> options.getOption(OPT_HFILE_NAME).setArgName("FILENAME");<a name="line.637"></a>
<span class="sourceLineNo">638</span> options.addOption(OPT_KV_LIMIT, true,<a name="line.638"></a>
<span class="sourceLineNo">639</span> "Maximum number of KeyValues to process. A benchmark stops running "<a name="line.639"></a>
<span class="sourceLineNo">640</span> + "after iterating over this many KV pairs.");<a name="line.640"></a>
<span class="sourceLineNo">641</span> options.getOption(OPT_KV_LIMIT).setArgName("NUMBER");<a name="line.641"></a>
<span class="sourceLineNo">642</span> options.addOption(OPT_MEASURE_THROUGHPUT, false, "Measure read throughput");<a name="line.642"></a>
<span class="sourceLineNo">643</span> options.addOption(OPT_OMIT_CORRECTNESS_TEST, false, "Omit corectness tests.");<a name="line.643"></a>
<span class="sourceLineNo">644</span> options.addOption(OPT_COMPRESSION_ALGORITHM, true,<a name="line.644"></a>
<span class="sourceLineNo">645</span> "What kind of compression algorithm use for comparison.");<a name="line.645"></a>
<span class="sourceLineNo">646</span> options.addOption(OPT_BENCHMARK_N_TIMES, true,<a name="line.646"></a>
<span class="sourceLineNo">647</span> "Number of times to run each benchmark. Default value: " + DEFAULT_BENCHMARK_N_TIMES);<a name="line.647"></a>
<span class="sourceLineNo">648</span> options.addOption(OPT_BENCHMARK_N_OMIT, true,<a name="line.648"></a>
<span class="sourceLineNo">649</span> "Number of first runs of every benchmark to exclude from " + "statistics ("<a name="line.649"></a>
<span class="sourceLineNo">650</span> + DEFAULT_BENCHMARK_N_OMIT + " by default, so that " + "only the last "<a name="line.650"></a>
<span class="sourceLineNo">651</span> + (DEFAULT_BENCHMARK_N_TIMES - DEFAULT_BENCHMARK_N_OMIT)<a name="line.651"></a>
<span class="sourceLineNo">652</span> + " times are included in statistics.)");<a name="line.652"></a>
<span class="sourceLineNo">653</span><a name="line.653"></a>
<span class="sourceLineNo">654</span> // parse arguments<a name="line.654"></a>
<span class="sourceLineNo">655</span> CommandLineParser parser = new PosixParser();<a name="line.655"></a>
<span class="sourceLineNo">656</span> CommandLine cmd = null;<a name="line.656"></a>
<span class="sourceLineNo">657</span> try {<a name="line.657"></a>
<span class="sourceLineNo">658</span> cmd = parser.parse(options, args);<a name="line.658"></a>
<span class="sourceLineNo">659</span> } catch (ParseException e) {<a name="line.659"></a>
<span class="sourceLineNo">660</span> System.err.println("Could not parse arguments!");<a name="line.660"></a>
<span class="sourceLineNo">661</span> System.exit(-1);<a name="line.661"></a>
<span class="sourceLineNo">662</span> return; // avoid warning<a name="line.662"></a>
<span class="sourceLineNo">663</span> }<a name="line.663"></a>
<span class="sourceLineNo">664</span><a name="line.664"></a>
<span class="sourceLineNo">665</span> int kvLimit = Integer.MAX_VALUE;<a name="line.665"></a>
<span class="sourceLineNo">666</span> if (cmd.hasOption(OPT_KV_LIMIT)) {<a name="line.666"></a>
<span class="sourceLineNo">667</span> kvLimit = Integer.parseInt(cmd.getOptionValue(OPT_KV_LIMIT));<a name="line.667"></a>
<span class="sourceLineNo">668</span> if (kvLimit &lt;= 0) {<a name="line.668"></a>
<span class="sourceLineNo">669</span> LOG.error("KV_LIMIT should not less than 1.");<a name="line.669"></a>
<span class="sourceLineNo">670</span> }<a name="line.670"></a>
<span class="sourceLineNo">671</span> }<a name="line.671"></a>
<span class="sourceLineNo">672</span><a name="line.672"></a>
<span class="sourceLineNo">673</span> // basic argument sanity checks<a name="line.673"></a>
<span class="sourceLineNo">674</span> if (!cmd.hasOption(OPT_HFILE_NAME)) {<a name="line.674"></a>
<span class="sourceLineNo">675</span> LOG.error("Please specify HFile name using the " + OPT_HFILE_NAME + " option");<a name="line.675"></a>
<span class="sourceLineNo">676</span> printUsage(options);<a name="line.676"></a>
<span class="sourceLineNo">677</span> System.exit(-1);<a name="line.677"></a>
<span class="sourceLineNo">678</span> }<a name="line.678"></a>
<span class="sourceLineNo">679</span><a name="line.679"></a>
<span class="sourceLineNo">680</span> String pathName = cmd.getOptionValue(OPT_HFILE_NAME);<a name="line.680"></a>
<span class="sourceLineNo">681</span> String compressionName = DEFAULT_COMPRESSION.getName();<a name="line.681"></a>
<span class="sourceLineNo">682</span> if (cmd.hasOption(OPT_COMPRESSION_ALGORITHM)) {<a name="line.682"></a>
<span class="sourceLineNo">683</span> compressionName = cmd.getOptionValue(OPT_COMPRESSION_ALGORITHM).toLowerCase(Locale.ROOT);<a name="line.683"></a>
<span class="sourceLineNo">684</span> }<a name="line.684"></a>
<span class="sourceLineNo">685</span> boolean doBenchmark = cmd.hasOption(OPT_MEASURE_THROUGHPUT);<a name="line.685"></a>
<span class="sourceLineNo">686</span> boolean doVerify = !cmd.hasOption(OPT_OMIT_CORRECTNESS_TEST);<a name="line.686"></a>
<span class="sourceLineNo">687</span><a name="line.687"></a>
<span class="sourceLineNo">688</span> if (cmd.hasOption(OPT_BENCHMARK_N_TIMES)) {<a name="line.688"></a>
<span class="sourceLineNo">689</span> benchmarkNTimes = Integer.valueOf(cmd.getOptionValue(OPT_BENCHMARK_N_TIMES));<a name="line.689"></a>
<span class="sourceLineNo">690</span> }<a name="line.690"></a>
<span class="sourceLineNo">691</span> if (cmd.hasOption(OPT_BENCHMARK_N_OMIT)) {<a name="line.691"></a>
<span class="sourceLineNo">692</span> benchmarkNOmit = Integer.valueOf(cmd.getOptionValue(OPT_BENCHMARK_N_OMIT));<a name="line.692"></a>
<span class="sourceLineNo">693</span> }<a name="line.693"></a>
<span class="sourceLineNo">694</span> if (benchmarkNTimes &lt; benchmarkNOmit) {<a name="line.694"></a>
<span class="sourceLineNo">695</span> LOG.error("The number of times to run each benchmark (" + benchmarkNTimes<a name="line.695"></a>
<span class="sourceLineNo">696</span> + ") must be greater than the number of benchmark runs to exclude " + "from statistics ("<a name="line.696"></a>
<span class="sourceLineNo">697</span> + benchmarkNOmit + ")");<a name="line.697"></a>
<span class="sourceLineNo">698</span> System.exit(1);<a name="line.698"></a>
<span class="sourceLineNo">699</span> }<a name="line.699"></a>
<span class="sourceLineNo">700</span> LOG.info("Running benchmark " + benchmarkNTimes + " times. " + "Excluding the first "<a name="line.700"></a>
<span class="sourceLineNo">701</span> + benchmarkNOmit + " times from statistics.");<a name="line.701"></a>
<span class="sourceLineNo">702</span><a name="line.702"></a>
<span class="sourceLineNo">703</span> final Configuration conf = HBaseConfiguration.create();<a name="line.703"></a>
<span class="sourceLineNo">704</span> testCodecs(conf, kvLimit, pathName, compressionName, doBenchmark, doVerify);<a name="line.704"></a>
<span class="sourceLineNo">705</span> }<a name="line.705"></a>
<span class="sourceLineNo">706</span><a name="line.706"></a>
<span class="sourceLineNo">707</span>}<a name="line.707"></a>
</pre>
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