MapReduce-读取文件写入HBase
MapReduce直接写入HBase
代码如下
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 | package com.hbase.mapreduce; import java.io.IOException; import org.apache.commons.cli.CommandLine; import org.apache.commons.cli.CommandLineParser; import org.apache.commons.cli.HelpFormatter; import org.apache.commons.cli.Option; import org.apache.commons.cli.Options; import org.apache.commons.cli.ParseException; import org.apache.commons.cli.PosixParser; import org.apache.commons.codec.digest.DigestUtils; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.conf.Configured; import org.apache.hadoop.fs.Path; import org.apache.hadoop.hbase.HBaseConfiguration; import org.apache.hadoop.hbase.KeyValue; import org.apache.hadoop.hbase.client.Put; import org.apache.hadoop.hbase.io.ImmutableBytesWritable; import org.apache.hadoop.hbase.mapreduce.TableOutputFormat; import org.apache.hadoop.hbase.util.Bytes; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.Writable; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.util.Tool; import org.apache.hadoop.util.ToolRunner; /** * @author:FengZhen * @create:2018年9月14日 */ public class ImportFromFile extends Configured implements Tool{ private static String addr= "HDP233,HDP232,HDP231" ; private static String port= "2181" ; public static final String NAME = "ImportFromFile" ; public enum Counters { LINES } static class ImportMapper extends Mapper<LongWritable, Text, ImmutableBytesWritable, Put> { private byte [] family = null ; private byte [] qualifier = null ; @Override protected void setup(Mapper<LongWritable, Text, ImmutableBytesWritable, Put>.Context context) throws IOException, InterruptedException { String column = context.getConfiguration(). get ( "conf.column" ); byte [][] colkey = KeyValue.parseColumn(Bytes.toBytes(column)); family = colkey[0]; if (colkey.length > 1) { qualifier = colkey[1]; } } @Override protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, ImmutableBytesWritable, Put>.Context context) throws IOException, InterruptedException { try { String lineString = value.toString(); //行键是经过MD5散列之后随机生成的键值 byte [] rowkey = DigestUtils.md5(lineString); Put put = new Put(rowkey); //存储原始数据到给定的表中的一列 put.addColumn(family, qualifier, Bytes.toBytes(lineString)); context.write( new ImmutableBytesWritable(rowkey), put); context.getCounter(Counters.LINES).increment(1L); } catch (Exception e) { e.printStackTrace(); } } } /** * 使用Apache Commons CLI类解析命令行参数。 * @param args * @return */ private static CommandLine parseArgs(String[] args) { Options options = new Options(); Option option = new Option( "t" , "table" , true , "table to import into -must exist" ); option.setArgName( "table-name" ); option.setRequired( true ); options.addOption(option); option = new Option( "c" , "column" , true , "column to store row data into -must exit" ); option.setArgName( "family:qualifier" ); option.setRequired( true ); options.addOption(option); option = new Option( "i" , "input" , true , "the directory or file to read from" ); option.setArgName( "path-in-HDFS" ); option.setRequired( true ); options.addOption(option); options.addOption( "d" , "debug" , false , "switch on DEBUG log level" ); CommandLineParser parser = new PosixParser(); CommandLine cmd = null ; try { cmd = parser.parse(options, args); } catch (ParseException e) { e.printStackTrace(); System.err.println( "ERROR: " + e.getMessage() + "\n" ); HelpFormatter formatter = new HelpFormatter(); formatter.printHelp(NAME + " " , options, true ); System.exit(1); } return cmd; } public int run(String[] arg0) throws Exception { Configuration configuration = HBaseConfiguration.create(); configuration. set ( "hbase.zookeeper.quorum" ,addr); configuration. set ( "hbase.zookeeper.property.clientPort" , port); //String[] otherArgs = new GenericOptionsParser(configuration, arg0).getRemainingArgs(); //CommandLine commandLine = parseArgs(arg0); // String table = commandLine.getOptionValue("t"); // String input = commandLine.getOptionValue("i"); // String column = commandLine.getOptionValue("c"); String table = arg0[0]; String input = arg0[1]; String column = arg0[2]; configuration. set ( "conf.column" , column); Job job = Job.getInstance(configuration); job.setJobName( "ImportFromFile" ); job.setJarByClass(ImportFromFile. class ); job.setMapperClass(ImportMapper. class ); job.setOutputFormatClass(TableOutputFormat. class ); job.getConfiguration(). set (TableOutputFormat.OUTPUT_TABLE, table); job.setOutputKeyClass(ImmutableBytesWritable. class ); job.setOutputValueClass(Writable. class ); //这是一个只包含map阶段的作业,框架会直接跳过reduce阶段 job.setNumReduceTasks(0); FileInputFormat.addInputPath(job, new Path(input)); return job.waitForCompletion( true ) ? 0 : 1; } public static void main(String[] args) throws Exception { String[] params = new String[] { "test_table_mr" , "hdfs://fz/data/fz/input/hbase" , "data:info" }; int exitCode = ToolRunner.run( new ImportFromFile(), params ); System.exit(exitCode); } } |
【推荐】国内首个AI IDE,深度理解中文开发场景,立即下载体验Trae
【推荐】编程新体验,更懂你的AI,立即体验豆包MarsCode编程助手
【推荐】抖音旗下AI助手豆包,你的智能百科全书,全免费不限次数
【推荐】轻量又高性能的 SSH 工具 IShell:AI 加持,快人一步
· 记一次.NET内存居高不下排查解决与启示
· 探究高空视频全景AR技术的实现原理
· 理解Rust引用及其生命周期标识(上)
· 浏览器原生「磁吸」效果!Anchor Positioning 锚点定位神器解析
· 没有源码,如何修改代码逻辑?
· 分享4款.NET开源、免费、实用的商城系统
· 全程不用写代码,我用AI程序员写了一个飞机大战
· MongoDB 8.0这个新功能碉堡了,比商业数据库还牛
· 白话解读 Dapr 1.15:你的「微服务管家」又秀新绝活了
· 记一次.NET内存居高不下排查解决与启示