package mobvista.dmp.datasource.adn.mapreduce; import mobvista.dmp.util.MRUtils; import org.apache.commons.lang3.StringUtils; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.compress.GzipCodec; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.util.GenericOptionsParser; import java.io.IOException; import java.util.regex.Pattern; /** * Created by Administrator on 2017/6/12 0012. */ public class AdnClickDailyMR { public static void main(String[] args) { int exitCode = 0; try { Configuration conf = new Configuration(); conf.set("mapreduce.map.speculative", "true"); conf.set("mapreduce.reduce.speculative", "true"); conf.set("mapreduce.task.io.sort.mb", "500"); conf.set("mapreduce.reduce.java.opts", "-Xmx1536m"); conf.set("mapreduce.reduce.memory.mb", "2048"); conf.set("mapreduce.reduce.shuffle.parallelcopies", "50"); String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs(); Job job = Job.getInstance(conf, "AdnClickDailyMR"); job.setJarByClass(AdnClickDailyMR.class); job.setNumReduceTasks(10); FileOutputFormat.setCompressOutput(job, true); FileOutputFormat.setOutputCompressorClass(job, GzipCodec.class); job.setMapperClass(AdnClickDailyMapper.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(NullWritable.class); FileInputFormat.addInputPath(job, new Path(otherArgs[0])); FileOutputFormat.setOutputPath(job, new Path(otherArgs[1])); exitCode = job.waitForCompletion(true) ? 0 : 1; } catch (Exception e) { exitCode = -1; e.printStackTrace(); } finally { System.exit(exitCode); } } public static class AdnClickDailyMapper extends Mapper<LongWritable, Text, Text, NullWritable> { private Pattern idPtn = Pattern.compile("0*-0*-0*-0*-0*"); private static Pattern splitPtn = Pattern.compile("-"); private final Text outKey = new Text(); public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { String line = value.toString(); String[] array = MRUtils.SPLITTER.split(line, -1); if (array.length > 44) { String requestId = array[33]; String campaignId = array[7]; String gaid = array[42]; String idfa = array[43]; String platform = array[13]; if (requestId.equals("0") || campaignId.length() < 2) { return; } String extSysid = ""; if (array.length >= 118) { extSysid = array[117]; } String devIdType = GetDevIdUtil.getIdByIdAndPlatform(gaid, idfa, extSysid, platform); if (StringUtils.isNotBlank(devIdType)) { outKey.set(MRUtils.JOINER.join(devIdType, requestId, campaignId, platform)); context.write(outKey, NullWritable.get()); } /* if (!idPtn.matcher(gaid).matches() && splitPtn.split(gaid).length == 5) { outKey.set(MRUtils.JOINER.join(gaid, "gaid", requestId, campaignId, paltform)); context.write(outKey, NullWritable.get()); } if (!idPtn.matcher(idfa).matches() && splitPtn.split(idfa).length == 5) { outKey.set(MRUtils.JOINER.join(idfa, "idfa", requestId, campaignId, paltform)); context.write(outKey, NullWritable.get()); } */ } else { context.getCounter("DMP", "col_num_error").increment(1L); } } } }