SourceDailyMR.java 5.87 KB
package mobvista.prd.datasource.source.mapreduce;

import com.google.common.collect.Lists;
import mobvista.prd.datasource.table.MergeAppIDMR;
import mobvista.prd.datasource.util.MRUtils;
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.Reducer;
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.List;

/**
 * Created by Administrator on 2017/4/21 0021.
 * desc :计算ga,dsp,m系统,3s的日活与纯新增
 */
public class SourceDailyMR {
    public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
        Configuration conf = new Configuration();
        String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();

        Job job = Job.getInstance(conf, "daily ga dsp 3s m");

        job.setJarByClass(MergeAppIDMR.class);


        job.setNumReduceTasks(1);

        job.setMapperClass(AllMergeMRMapper.class);
        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(Text.class);
        job.setReducerClass(AllMergeMRReducer.class);
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(NullWritable.class);

        FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
        FileInputFormat.addInputPath(job, new Path(otherArgs[1]));
        FileInputFormat.addInputPath(job, new Path(otherArgs[2]));
        FileInputFormat.addInputPath(job, new Path(otherArgs[3]));
        FileInputFormat.addInputPath(job, new Path(otherArgs[4]));
        FileOutputFormat.setOutputPath(job, new Path(otherArgs[5]));

        System.exit(job.waitForCompletion(true) ? 0 : 1);
    }

    public static class AllMergeMRMapper extends Mapper<LongWritable, Text, Text, Text> {
        Text outKey = new Text();
        Text outValue = new Text();
        String today = "";
        String oldDay = "";
        public void setup (Context context) {
            today = context.getConfiguration().get("day");
            oldDay = context.getConfiguration().get("oldDay");
        }
        public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
            String line = value.toString();
            String[] fields = line.split("\t", -1);
            String inputFile = context.getConfiguration().get("map.input.file");
            if (inputFile.contains(today) && inputFile.contains("3s")) {
                outValue.set("3s");
                outKey.set(MRUtils.JOINER.join(fields[0], fields[1]));//device_id,device_type
                context.write(outKey, outValue);
            } else if (inputFile.contains(today) && inputFile.contains("ga")) {
                outValue.set("ga");
                outKey.set(MRUtils.JOINER.join(fields[0], fields[1]));//device_id,device_type
                context.write(outKey, outValue);
            } else if (inputFile.contains(today) && inputFile.contains("dsp")) {
                outValue.set("dsp");
                outKey.set(MRUtils.JOINER.join(fields[0], fields[1]));//device_id,device_type
                context.write(outKey, outValue);
            } else if (inputFile.contains(today) && inputFile.contains("adn")) {
                outValue.set("m");
                outKey.set(MRUtils.JOINER.join(fields[0], fields[1]));//device_id,device_type
                context.write(outKey, outValue);
            } else if (inputFile.contains(oldDay)) {
                outValue.set(oldDay);
                outKey.set(MRUtils.JOINER.join(fields[0], fields[1]));//device_id,device_type
                context.write(outKey, outValue);
            }

        }
    }

    public static class AllMergeMRReducer extends Reducer<Text, Text, Text, NullWritable> {
        long ga = 0L;
        long dsp = 0L;
        long m = 0L;
        long s = 0L;
        Long all = 0L;
        Long idfa = 0L;
        Long gaid = 0L;
        Text outKey = new Text();
        String today = "";
        String oldDay = "";
        public void setup (Context context) {
            today = context.getConfiguration().get("day");
            oldDay = context.getConfiguration().get("oldDay");
        }
        public void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
            List<String> list = Lists.newArrayList();
            for (Text val : values) {
                list.add(val.toString());
            }
            if (list.contains("ga") && !list.contains(oldDay)) {
                ga++;
            }
            if (list.contains("dsp") && !list.contains(oldDay)) {
                dsp++;
            }
            if (list.contains("m") && !list.contains(oldDay)) {
                m++;
            }
            if (list.contains("3s") && !list.contains(oldDay)) {
                s++;
            }
            if (!list.contains(oldDay)) {
                all++;
            }
            String type = key.toString().split("\t")[1];
            if (type.contains("idfa") && !list.contains(oldDay)) {
                idfa++;
            }
            if (type.contains("gaid") && !list.contains(oldDay)) {
                gaid++;
            }
        }
        public void cleanup (Context context) throws IOException, InterruptedException {
            outKey.set(MRUtils.JOINER.join(
                    ga,
                    dsp,
                    m,
                    s,
                    all,
                    idfa,
                    gaid
            ));
            context.write(outKey, NullWritable.get());
        }
    }
}