package mobvista.dmp.datasource.age.mapreduce; import com.google.common.collect.Sets; import mobvista.dmp.util.MRUtils; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; 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.input.TextInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.util.GenericOptionsParser; import org.codehaus.jackson.map.ObjectMapper; import org.codehaus.jackson.type.JavaType; import java.io.IOException; import java.util.HashMap; import java.util.Map; import java.util.Set; /** * Created by liushauo on 2017/2/16 0016. * desc:清洗每日dsp数据,得到年龄 */ public class GetDspAgeMR { public static void main(String[] args) throws ClassNotFoundException, IOException, InterruptedException { Configuration conf = new Configuration(); String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs(); conf.set("now", otherArgs[2]); conf.set("mapreduce.map.memory.mb", "1433"); 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"); Job job = Job.getInstance(conf, "DMP-GetDspAgeMR-fengliang"); FileOutputFormat.setCompressOutput(job, true); FileOutputFormat.setOutputCompressorClass(job, GzipCodec.class); job.setJarByClass(GetDspAgeMR.class); job.setMapperClass(GetDspAgeMapper.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(Text.class); job.setInputFormatClass(TextInputFormat.class); FileInputFormat.addInputPath(job, new Path(otherArgs[0])); FileOutputFormat.setOutputPath(job, new Path(otherArgs[1])); System.exit(job.waitForCompletion(true) ? 0 : 1); } public static class GetDspAgeMapper extends Mapper<Object, Text, Text, Text> { ObjectMapper objectMapper = new ObjectMapper(); JavaType mapType = objectMapper.getTypeFactory().constructMapType(HashMap.class, String.class, String.class); Text outKey = new Text(); Text outValue = new Text(); int now; Set<String> matchingSet = Sets.newHashSet("","0","1970","GB","null","-"); public void setup(Context context) throws IOException, InterruptedException { now = Integer.parseInt(context.getConfiguration().get("now")); } public void map(Object key, Text value, Context context) throws IOException, InterruptedException { String line = value.toString(); try { Map<String, String> dspMap = objectMapper.readValue(line, mapType); String deviceId = dspMap.get("device_id"); if (deviceId == null || deviceId.equals("")) { return; } String[] tmpDeviceId = Util.lineSplit.split(deviceId, -1); if (tmpDeviceId.length != 5) { return; } if (Util.match.matcher(deviceId).matches()) { return; } String birthday = dspMap.get("birthday"); if (matchingSet.contains(birthday)) {//输出有年龄的 return; } int age = now - Integer.parseInt(birthday); if (age >= 100 || age <= 0) { return; } int label = Util.calcLabel(age); String deviceType = dspMap.get("device_type"); outKey.set(deviceId); outValue.set(MRUtils.JOINER.join("A", label, "dsp", deviceType)); context.write(outKey, outValue); } catch (Exception e) { return; } } } }