输入数据如下:以\t分隔
0-3岁育儿百科 书 23 0-5v液位传感器 5 0-5轴承 2 0-6个月奶粉 23 0-6个月奶粉c2c报告 23 0-6个月奶粉在线购物排名 23 0-6个月奶粉市场前景 23 0-6个月配方奶粉 23 0.001g电子天平 5 0.01t化铝炉 2 0.01吨熔铝合金炉 2 0.03吨化镁炉 25 0.03吨电磁炉 11
其中左侧是搜索词,右侧是类别,可看成是数据库中的纵表,现需要将输入转成横表,即 类名\t语句1\t语句2...,这样的格式。
MapReduce最适合做这样的事情了。因为经常用到,记录一下。Hive表中的数据要转成横表的时候,单独写个MR来处理就很方便了。
package seg; import java.io.IOException; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.conf.Configured; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.Reducer; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.util.GenericOptionsParser; import org.apache.hadoop.util.Tool; import org.apache.hadoop.util.ToolRunner; /** * @author zhf * @email [email protected] * @version 创建时间:2014年8月24日 上午9:56:45 */ public class Vertical2Horizontal extends Configured implements Tool{ public static void main(String[] args) throws Exception { int exitCode = ToolRunner.run(new Vertical2Horizontal(), args); System.exit(exitCode); } @Override public int run(String[] arg0) throws Exception { String[] args = new GenericOptionsParser(arg0).getRemainingArgs(); if(args.length != 2){ System.out.println("Usage:seg.Horizontal2Vertical <input> <output>"); System.exit(1); } Configuration conf = new Configuration(); FileSystem fs = FileSystem.get(conf); if(fs.exists(new Path(args[1]))) fs.delete(new Path(args[1]),true); Job job = new Job(conf); job.setJarByClass(getClass()); job.setMapperClass(HVMapper.class); job.setReducerClass(HVReducer.class); job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(Text.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(Text.class); FileInputFormat.addInputPath(job, new Path(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); return job.waitForCompletion(true) ? 0:1; } public static class HVMapper extends Mapper<LongWritable,Text,Text,Text>{ private Text text = new Text(); private Text clazz = new Text(); public void map(LongWritable key,Text value,Context context) throws IOException, InterruptedException{ String line = value.toString(); String params[] = line.split("\t"); text.set(params[0]); clazz.set(params[1]); context.write(clazz,text); } } public static class HVReducer extends Reducer<Text,Text,Text,Text>{ private Text result = new Text(); public void reduce(Text key,Iterable<Text> values,Context context) throws IOException, InterruptedException{ String tmp = ""; for(Text val : values){ tmp += val + "\t"; } result.set(tmp.trim()); context.write(key, result); } } }
输出:
1 莱舍万 服装美学 莱芜劳保服装 南京羽绒服特卖会 螃蟹的秘密品牌内衣店 螃蟹的秘密内衣专卖店
时间: 2024-10-24 14:53:41